diff --git a/frontend/src/graphql/fragments/SceneFragment.gql b/frontend/src/graphql/fragments/SceneFragment.gql
index f4ad192f3..afd46c1aa 100644
--- a/frontend/src/graphql/fragments/SceneFragment.gql
+++ b/frontend/src/graphql/fragments/SceneFragment.gql
@@ -35,7 +35,9 @@ fragment SceneFragment on Scene {
     algorithm
     duration
     submissions
+    reports
     user_submitted
+    user_reported
     created
     updated
   }
diff --git a/frontend/src/graphql/mutations/UnmatchFingerprint.gql b/frontend/src/graphql/mutations/UnmatchFingerprint.gql
index 25a2c12f2..39c90f04b 100644
--- a/frontend/src/graphql/mutations/UnmatchFingerprint.gql
+++ b/frontend/src/graphql/mutations/UnmatchFingerprint.gql
@@ -6,7 +6,7 @@ mutation UnmatchFingerprint(
 ) {
   unmatchFingerprint: submitFingerprint(
     input: {
-      unmatch: true
+      vote: REMOVE
       scene_id: $scene_id
       fingerprint: { hash: $hash, algorithm: $algorithm, duration: $duration }
     }
diff --git a/frontend/src/graphql/types.ts b/frontend/src/graphql/types.ts
index f3b57789b..68e4329b2 100644
--- a/frontend/src/graphql/types.ts
+++ b/frontend/src/graphql/types.ts
@@ -283,8 +283,14 @@ export type Fingerprint = {
   created: Scalars["Time"];
   duration: Scalars["Int"];
   hash: Scalars["String"];
+  /** number of times this fingerprint has been reported */
+  reports: Scalars["Int"];
+  /** number of times this fingerprint has been submitted (excluding reports) */
   submissions: Scalars["Int"];
   updated: Scalars["Time"];
+  /** true if the current user reported this fingerprint */
+  user_reported: Scalars["Boolean"];
+  /** true if the current user submitted this fingerprint */
   user_submitted: Scalars["Boolean"];
 };
 
@@ -322,9 +328,20 @@ export type FingerprintQueryInput = {
 export type FingerprintSubmission = {
   fingerprint: FingerprintInput;
   scene_id: Scalars["ID"];
+  /** @deprecated Use `vote` with REMOVE instead */
   unmatch?: InputMaybe<Scalars["Boolean"]>;
+  vote?: InputMaybe<FingerprintSubmissionType>;
 };
 
+export enum FingerprintSubmissionType {
+  /** Report as invalid */
+  INVALID = "INVALID",
+  /** Remove vote */
+  REMOVE = "REMOVE",
+  /** Positive vote */
+  VALID = "VALID",
+}
+
 export type FuzzyDate = {
   __typename: "FuzzyDate";
   accuracy: DateAccuracyEnum;
@@ -2024,7 +2041,9 @@ export type EditFragment = {
           algorithm: FingerprintAlgorithm;
           duration: number;
           submissions: number;
+          reports: number;
           user_submitted: boolean;
+          user_reported: boolean;
           created: string;
           updated: string;
         }>;
@@ -2795,7 +2814,9 @@ export type EditFragment = {
           algorithm: FingerprintAlgorithm;
           duration: number;
           submissions: number;
+          reports: number;
           user_submitted: boolean;
+          user_reported: boolean;
           created: string;
           updated: string;
         }>;
@@ -2996,7 +3017,9 @@ export type SceneFragment = {
     algorithm: FingerprintAlgorithm;
     duration: number;
     submissions: number;
+    reports: number;
     user_submitted: boolean;
+    user_reported: boolean;
     created: string;
     updated: string;
   }>;
@@ -3357,7 +3380,9 @@ export type ApplyEditMutation = {
             algorithm: FingerprintAlgorithm;
             duration: number;
             submissions: number;
+            reports: number;
             user_submitted: boolean;
+            user_reported: boolean;
             created: string;
             updated: string;
           }>;
@@ -4183,7 +4208,9 @@ export type ApplyEditMutation = {
             algorithm: FingerprintAlgorithm;
             duration: number;
             submissions: number;
+            reports: number;
             user_submitted: boolean;
+            user_reported: boolean;
             created: string;
             updated: string;
           }>;
@@ -4567,7 +4594,9 @@ export type PerformerEditMutation = {
             algorithm: FingerprintAlgorithm;
             duration: number;
             submissions: number;
+            reports: number;
             user_submitted: boolean;
+            user_reported: boolean;
             created: string;
             updated: string;
           }>;
@@ -5393,7 +5422,9 @@ export type PerformerEditMutation = {
             algorithm: FingerprintAlgorithm;
             duration: number;
             submissions: number;
+            reports: number;
             user_submitted: boolean;
+            user_reported: boolean;
             created: string;
             updated: string;
           }>;
@@ -5596,7 +5627,9 @@ export type PerformerEditUpdateMutation = {
             algorithm: FingerprintAlgorithm;
             duration: number;
             submissions: number;
+            reports: number;
             user_submitted: boolean;
+            user_reported: boolean;
             created: string;
             updated: string;
           }>;
@@ -6422,7 +6455,9 @@ export type PerformerEditUpdateMutation = {
             algorithm: FingerprintAlgorithm;
             duration: number;
             submissions: number;
+            reports: number;
             user_submitted: boolean;
+            user_reported: boolean;
             created: string;
             updated: string;
           }>;
@@ -6660,7 +6695,9 @@ export type SceneEditMutation = {
             algorithm: FingerprintAlgorithm;
             duration: number;
             submissions: number;
+            reports: number;
             user_submitted: boolean;
+            user_reported: boolean;
             created: string;
             updated: string;
           }>;
@@ -7486,7 +7523,9 @@ export type SceneEditMutation = {
             algorithm: FingerprintAlgorithm;
             duration: number;
             submissions: number;
+            reports: number;
             user_submitted: boolean;
+            user_reported: boolean;
             created: string;
             updated: string;
           }>;
@@ -7689,7 +7728,9 @@ export type SceneEditUpdateMutation = {
             algorithm: FingerprintAlgorithm;
             duration: number;
             submissions: number;
+            reports: number;
             user_submitted: boolean;
+            user_reported: boolean;
             created: string;
             updated: string;
           }>;
@@ -8515,7 +8556,9 @@ export type SceneEditUpdateMutation = {
             algorithm: FingerprintAlgorithm;
             duration: number;
             submissions: number;
+            reports: number;
             user_submitted: boolean;
+            user_reported: boolean;
             created: string;
             updated: string;
           }>;
@@ -8717,7 +8760,9 @@ export type StudioEditMutation = {
             algorithm: FingerprintAlgorithm;
             duration: number;
             submissions: number;
+            reports: number;
             user_submitted: boolean;
+            user_reported: boolean;
             created: string;
             updated: string;
           }>;
@@ -9543,7 +9588,9 @@ export type StudioEditMutation = {
             algorithm: FingerprintAlgorithm;
             duration: number;
             submissions: number;
+            reports: number;
             user_submitted: boolean;
+            user_reported: boolean;
             created: string;
             updated: string;
           }>;
@@ -9746,7 +9793,9 @@ export type StudioEditUpdateMutation = {
             algorithm: FingerprintAlgorithm;
             duration: number;
             submissions: number;
+            reports: number;
             user_submitted: boolean;
+            user_reported: boolean;
             created: string;
             updated: string;
           }>;
@@ -10572,7 +10621,9 @@ export type StudioEditUpdateMutation = {
             algorithm: FingerprintAlgorithm;
             duration: number;
             submissions: number;
+            reports: number;
             user_submitted: boolean;
+            user_reported: boolean;
             created: string;
             updated: string;
           }>;
@@ -10774,7 +10825,9 @@ export type TagEditMutation = {
             algorithm: FingerprintAlgorithm;
             duration: number;
             submissions: number;
+            reports: number;
             user_submitted: boolean;
+            user_reported: boolean;
             created: string;
             updated: string;
           }>;
@@ -11600,7 +11653,9 @@ export type TagEditMutation = {
             algorithm: FingerprintAlgorithm;
             duration: number;
             submissions: number;
+            reports: number;
             user_submitted: boolean;
+            user_reported: boolean;
             created: string;
             updated: string;
           }>;
@@ -11803,7 +11858,9 @@ export type TagEditUpdateMutation = {
             algorithm: FingerprintAlgorithm;
             duration: number;
             submissions: number;
+            reports: number;
             user_submitted: boolean;
+            user_reported: boolean;
             created: string;
             updated: string;
           }>;
@@ -12629,7 +12686,9 @@ export type TagEditUpdateMutation = {
             algorithm: FingerprintAlgorithm;
             duration: number;
             submissions: number;
+            reports: number;
             user_submitted: boolean;
+            user_reported: boolean;
             created: string;
             updated: string;
           }>;
@@ -12965,7 +13024,9 @@ export type VoteMutation = {
             algorithm: FingerprintAlgorithm;
             duration: number;
             submissions: number;
+            reports: number;
             user_submitted: boolean;
+            user_reported: boolean;
             created: string;
             updated: string;
           }>;
@@ -13791,7 +13852,9 @@ export type VoteMutation = {
             algorithm: FingerprintAlgorithm;
             duration: number;
             submissions: number;
+            reports: number;
             user_submitted: boolean;
+            user_reported: boolean;
             created: string;
             updated: string;
           }>;
@@ -14252,7 +14315,9 @@ export type EditQuery = {
             algorithm: FingerprintAlgorithm;
             duration: number;
             submissions: number;
+            reports: number;
             user_submitted: boolean;
+            user_reported: boolean;
             created: string;
             updated: string;
           }>;
@@ -15078,7 +15143,9 @@ export type EditQuery = {
             algorithm: FingerprintAlgorithm;
             duration: number;
             submissions: number;
+            reports: number;
             user_submitted: boolean;
+            user_reported: boolean;
             created: string;
             updated: string;
           }>;
@@ -15274,7 +15341,9 @@ export type EditUpdateQuery = {
             algorithm: FingerprintAlgorithm;
             duration: number;
             submissions: number;
+            reports: number;
             user_submitted: boolean;
+            user_reported: boolean;
             created: string;
             updated: string;
           }>;
@@ -15721,7 +15790,9 @@ export type EditsQuery = {
               algorithm: FingerprintAlgorithm;
               duration: number;
               submissions: number;
+              reports: number;
               user_submitted: boolean;
+              user_reported: boolean;
               created: string;
               updated: string;
             }>;
@@ -16567,7 +16638,9 @@ export type EditsQuery = {
               algorithm: FingerprintAlgorithm;
               duration: number;
               submissions: number;
+              reports: number;
               user_submitted: boolean;
+              user_reported: boolean;
               created: string;
               updated: string;
             }>;
@@ -16916,7 +16989,9 @@ export type QueryExistingSceneQuery = {
         algorithm: FingerprintAlgorithm;
         duration: number;
         submissions: number;
+        reports: number;
         user_submitted: boolean;
+        user_reported: boolean;
         created: string;
         updated: string;
       }>;
@@ -17064,7 +17139,9 @@ export type QueryExistingSceneQuery = {
               algorithm: FingerprintAlgorithm;
               duration: number;
               submissions: number;
+              reports: number;
               user_submitted: boolean;
+              user_reported: boolean;
               created: string;
               updated: string;
             }>;
@@ -17910,7 +17987,9 @@ export type QueryExistingSceneQuery = {
               algorithm: FingerprintAlgorithm;
               duration: number;
               submissions: number;
+              reports: number;
               user_submitted: boolean;
+              user_reported: boolean;
               created: string;
               updated: string;
             }>;
@@ -18028,7 +18107,9 @@ export type SceneQuery = {
       algorithm: FingerprintAlgorithm;
       duration: number;
       submissions: number;
+      reports: number;
       user_submitted: boolean;
+      user_reported: boolean;
       created: string;
       updated: string;
     }>;
@@ -19057,10 +19138,15 @@ export const SceneFragmentDoc = {
                 { kind: "Field", name: { kind: "Name", value: "algorithm" } },
                 { kind: "Field", name: { kind: "Name", value: "duration" } },
                 { kind: "Field", name: { kind: "Name", value: "submissions" } },
+                { kind: "Field", name: { kind: "Name", value: "reports" } },
                 {
                   kind: "Field",
                   name: { kind: "Name", value: "user_submitted" },
                 },
+                {
+                  kind: "Field",
+                  name: { kind: "Name", value: "user_reported" },
+                },
                 { kind: "Field", name: { kind: "Name", value: "created" } },
                 { kind: "Field", name: { kind: "Name", value: "updated" } },
               ],
@@ -20664,10 +20750,15 @@ export const EditFragmentDoc = {
                 { kind: "Field", name: { kind: "Name", value: "algorithm" } },
                 { kind: "Field", name: { kind: "Name", value: "duration" } },
                 { kind: "Field", name: { kind: "Name", value: "submissions" } },
+                { kind: "Field", name: { kind: "Name", value: "reports" } },
                 {
                   kind: "Field",
                   name: { kind: "Name", value: "user_submitted" },
                 },
+                {
+                  kind: "Field",
+                  name: { kind: "Name", value: "user_reported" },
+                },
                 { kind: "Field", name: { kind: "Name", value: "created" } },
                 { kind: "Field", name: { kind: "Name", value: "updated" } },
               ],
@@ -21884,10 +21975,15 @@ export const ApplyEditDocument = {
                 { kind: "Field", name: { kind: "Name", value: "algorithm" } },
                 { kind: "Field", name: { kind: "Name", value: "duration" } },
                 { kind: "Field", name: { kind: "Name", value: "submissions" } },
+                { kind: "Field", name: { kind: "Name", value: "reports" } },
                 {
                   kind: "Field",
                   name: { kind: "Name", value: "user_submitted" },
                 },
+                {
+                  kind: "Field",
+                  name: { kind: "Name", value: "user_reported" },
+                },
                 { kind: "Field", name: { kind: "Name", value: "created" } },
                 { kind: "Field", name: { kind: "Name", value: "updated" } },
               ],
@@ -24319,10 +24415,15 @@ export const PerformerEditDocument = {
                 { kind: "Field", name: { kind: "Name", value: "algorithm" } },
                 { kind: "Field", name: { kind: "Name", value: "duration" } },
                 { kind: "Field", name: { kind: "Name", value: "submissions" } },
+                { kind: "Field", name: { kind: "Name", value: "reports" } },
                 {
                   kind: "Field",
                   name: { kind: "Name", value: "user_submitted" },
                 },
+                {
+                  kind: "Field",
+                  name: { kind: "Name", value: "user_reported" },
+                },
                 { kind: "Field", name: { kind: "Name", value: "created" } },
                 { kind: "Field", name: { kind: "Name", value: "updated" } },
               ],
@@ -25927,10 +26028,15 @@ export const PerformerEditUpdateDocument = {
                 { kind: "Field", name: { kind: "Name", value: "algorithm" } },
                 { kind: "Field", name: { kind: "Name", value: "duration" } },
                 { kind: "Field", name: { kind: "Name", value: "submissions" } },
+                { kind: "Field", name: { kind: "Name", value: "reports" } },
                 {
                   kind: "Field",
                   name: { kind: "Name", value: "user_submitted" },
                 },
+                {
+                  kind: "Field",
+                  name: { kind: "Name", value: "user_reported" },
+                },
                 { kind: "Field", name: { kind: "Name", value: "created" } },
                 { kind: "Field", name: { kind: "Name", value: "updated" } },
               ],
@@ -27699,10 +27805,15 @@ export const SceneEditDocument = {
                 { kind: "Field", name: { kind: "Name", value: "algorithm" } },
                 { kind: "Field", name: { kind: "Name", value: "duration" } },
                 { kind: "Field", name: { kind: "Name", value: "submissions" } },
+                { kind: "Field", name: { kind: "Name", value: "reports" } },
                 {
                   kind: "Field",
                   name: { kind: "Name", value: "user_submitted" },
                 },
+                {
+                  kind: "Field",
+                  name: { kind: "Name", value: "user_reported" },
+                },
                 { kind: "Field", name: { kind: "Name", value: "created" } },
                 { kind: "Field", name: { kind: "Name", value: "updated" } },
               ],
@@ -29304,10 +29415,15 @@ export const SceneEditUpdateDocument = {
                 { kind: "Field", name: { kind: "Name", value: "algorithm" } },
                 { kind: "Field", name: { kind: "Name", value: "duration" } },
                 { kind: "Field", name: { kind: "Name", value: "submissions" } },
+                { kind: "Field", name: { kind: "Name", value: "reports" } },
                 {
                   kind: "Field",
                   name: { kind: "Name", value: "user_submitted" },
                 },
+                {
+                  kind: "Field",
+                  name: { kind: "Name", value: "user_reported" },
+                },
                 { kind: "Field", name: { kind: "Name", value: "created" } },
                 { kind: "Field", name: { kind: "Name", value: "updated" } },
               ],
@@ -30896,10 +31012,15 @@ export const StudioEditDocument = {
                 { kind: "Field", name: { kind: "Name", value: "algorithm" } },
                 { kind: "Field", name: { kind: "Name", value: "duration" } },
                 { kind: "Field", name: { kind: "Name", value: "submissions" } },
+                { kind: "Field", name: { kind: "Name", value: "reports" } },
                 {
                   kind: "Field",
                   name: { kind: "Name", value: "user_submitted" },
                 },
+                {
+                  kind: "Field",
+                  name: { kind: "Name", value: "user_reported" },
+                },
                 { kind: "Field", name: { kind: "Name", value: "created" } },
                 { kind: "Field", name: { kind: "Name", value: "updated" } },
               ],
@@ -32501,10 +32622,15 @@ export const StudioEditUpdateDocument = {
                 { kind: "Field", name: { kind: "Name", value: "algorithm" } },
                 { kind: "Field", name: { kind: "Name", value: "duration" } },
                 { kind: "Field", name: { kind: "Name", value: "submissions" } },
+                { kind: "Field", name: { kind: "Name", value: "reports" } },
                 {
                   kind: "Field",
                   name: { kind: "Name", value: "user_submitted" },
                 },
+                {
+                  kind: "Field",
+                  name: { kind: "Name", value: "user_reported" },
+                },
                 { kind: "Field", name: { kind: "Name", value: "created" } },
                 { kind: "Field", name: { kind: "Name", value: "updated" } },
               ],
@@ -34093,10 +34219,15 @@ export const TagEditDocument = {
                 { kind: "Field", name: { kind: "Name", value: "algorithm" } },
                 { kind: "Field", name: { kind: "Name", value: "duration" } },
                 { kind: "Field", name: { kind: "Name", value: "submissions" } },
+                { kind: "Field", name: { kind: "Name", value: "reports" } },
                 {
                   kind: "Field",
                   name: { kind: "Name", value: "user_submitted" },
                 },
+                {
+                  kind: "Field",
+                  name: { kind: "Name", value: "user_reported" },
+                },
                 { kind: "Field", name: { kind: "Name", value: "created" } },
                 { kind: "Field", name: { kind: "Name", value: "updated" } },
               ],
@@ -35698,10 +35829,15 @@ export const TagEditUpdateDocument = {
                 { kind: "Field", name: { kind: "Name", value: "algorithm" } },
                 { kind: "Field", name: { kind: "Name", value: "duration" } },
                 { kind: "Field", name: { kind: "Name", value: "submissions" } },
+                { kind: "Field", name: { kind: "Name", value: "reports" } },
                 {
                   kind: "Field",
                   name: { kind: "Name", value: "user_submitted" },
                 },
+                {
+                  kind: "Field",
+                  name: { kind: "Name", value: "user_reported" },
+                },
                 { kind: "Field", name: { kind: "Name", value: "created" } },
                 { kind: "Field", name: { kind: "Name", value: "updated" } },
               ],
@@ -36946,8 +37082,8 @@ export const UnmatchFingerprintDocument = {
                   fields: [
                     {
                       kind: "ObjectField",
-                      name: { kind: "Name", value: "unmatch" },
-                      value: { kind: "BooleanValue", value: true },
+                      name: { kind: "Name", value: "vote" },
+                      value: { kind: "EnumValue", value: "REMOVE" },
                     },
                     {
                       kind: "ObjectField",
@@ -37899,10 +38035,15 @@ export const VoteDocument = {
                 { kind: "Field", name: { kind: "Name", value: "algorithm" } },
                 { kind: "Field", name: { kind: "Name", value: "duration" } },
                 { kind: "Field", name: { kind: "Name", value: "submissions" } },
+                { kind: "Field", name: { kind: "Name", value: "reports" } },
                 {
                   kind: "Field",
                   name: { kind: "Name", value: "user_submitted" },
                 },
+                {
+                  kind: "Field",
+                  name: { kind: "Name", value: "user_reported" },
+                },
                 { kind: "Field", name: { kind: "Name", value: "created" } },
                 { kind: "Field", name: { kind: "Name", value: "updated" } },
               ],
@@ -40342,10 +40483,15 @@ export const EditDocument = {
                 { kind: "Field", name: { kind: "Name", value: "algorithm" } },
                 { kind: "Field", name: { kind: "Name", value: "duration" } },
                 { kind: "Field", name: { kind: "Name", value: "submissions" } },
+                { kind: "Field", name: { kind: "Name", value: "reports" } },
                 {
                   kind: "Field",
                   name: { kind: "Name", value: "user_submitted" },
                 },
+                {
+                  kind: "Field",
+                  name: { kind: "Name", value: "user_reported" },
+                },
                 { kind: "Field", name: { kind: "Name", value: "created" } },
                 { kind: "Field", name: { kind: "Name", value: "updated" } },
               ],
@@ -42505,10 +42651,15 @@ export const EditUpdateDocument = {
                 { kind: "Field", name: { kind: "Name", value: "algorithm" } },
                 { kind: "Field", name: { kind: "Name", value: "duration" } },
                 { kind: "Field", name: { kind: "Name", value: "submissions" } },
+                { kind: "Field", name: { kind: "Name", value: "reports" } },
                 {
                   kind: "Field",
                   name: { kind: "Name", value: "user_submitted" },
                 },
+                {
+                  kind: "Field",
+                  name: { kind: "Name", value: "user_reported" },
+                },
                 { kind: "Field", name: { kind: "Name", value: "created" } },
                 { kind: "Field", name: { kind: "Name", value: "updated" } },
               ],
@@ -42974,10 +43125,15 @@ export const EditsDocument = {
                 { kind: "Field", name: { kind: "Name", value: "algorithm" } },
                 { kind: "Field", name: { kind: "Name", value: "duration" } },
                 { kind: "Field", name: { kind: "Name", value: "submissions" } },
+                { kind: "Field", name: { kind: "Name", value: "reports" } },
                 {
                   kind: "Field",
                   name: { kind: "Name", value: "user_submitted" },
                 },
+                {
+                  kind: "Field",
+                  name: { kind: "Name", value: "user_reported" },
+                },
                 { kind: "Field", name: { kind: "Name", value: "created" } },
                 { kind: "Field", name: { kind: "Name", value: "updated" } },
               ],
@@ -45444,10 +45600,15 @@ export const QueryExistingSceneDocument = {
                 { kind: "Field", name: { kind: "Name", value: "algorithm" } },
                 { kind: "Field", name: { kind: "Name", value: "duration" } },
                 { kind: "Field", name: { kind: "Name", value: "submissions" } },
+                { kind: "Field", name: { kind: "Name", value: "reports" } },
                 {
                   kind: "Field",
                   name: { kind: "Name", value: "user_submitted" },
                 },
+                {
+                  kind: "Field",
+                  name: { kind: "Name", value: "user_reported" },
+                },
                 { kind: "Field", name: { kind: "Name", value: "created" } },
                 { kind: "Field", name: { kind: "Name", value: "updated" } },
               ],
@@ -46827,10 +46988,15 @@ export const SceneDocument = {
                 { kind: "Field", name: { kind: "Name", value: "algorithm" } },
                 { kind: "Field", name: { kind: "Name", value: "duration" } },
                 { kind: "Field", name: { kind: "Name", value: "submissions" } },
+                { kind: "Field", name: { kind: "Name", value: "reports" } },
                 {
                   kind: "Field",
                   name: { kind: "Name", value: "user_submitted" },
                 },
+                {
+                  kind: "Field",
+                  name: { kind: "Name", value: "user_reported" },
+                },
                 { kind: "Field", name: { kind: "Name", value: "created" } },
                 { kind: "Field", name: { kind: "Name", value: "updated" } },
               ],
diff --git a/frontend/src/pages/scenes/Scene.tsx b/frontend/src/pages/scenes/Scene.tsx
index 544b526d1..ab7aad3e1 100644
--- a/frontend/src/pages/scenes/Scene.tsx
+++ b/frontend/src/pages/scenes/Scene.tsx
@@ -1,10 +1,11 @@
-import { FC, useContext } from "react";
+import { FC, useContext, useMemo } from "react";
 import { Link, useLocation, useNavigate } from "react-router-dom";
 import { Button, Card, Tabs, Tab, Table } from "react-bootstrap";
 import {
   faCheckCircle,
   faTimesCircle,
   faSpinner,
+  faTriangleExclamation,
 } from "@fortawesome/free-solid-svg-icons";
 
 import {
@@ -83,70 +84,90 @@ const SceneComponent: FC<Props> = ({ scene }) => {
     })
     .map((p, index) => (index % 2 === 2 ? [" • ", p] : p));
 
-  async function handleFingerprintUnmatch(fingerprint: Fingerprint) {
-    if (unmatching) return;
+  const fingerprints = useMemo(() => {
+    async function handleFingerprintUnmatch(fingerprint: Fingerprint) {
+      if (unmatching) return;
 
-    const { data } = await unmatchFingerprint({
-      variables: {
-        scene_id: scene.id,
-        algorithm: fingerprint.algorithm,
-        hash: fingerprint.hash,
-        duration: fingerprint.duration,
-      },
-    });
-    const success = data?.unmatchFingerprint;
-    addToast({
-      variant: success ? "success" : "danger",
-      content: `${
-        success ? "Removed" : "Failed to remove"
-      } fingerprint submission`,
-    });
-  }
+      const { data } = await unmatchFingerprint({
+        variables: {
+          scene_id: scene.id,
+          algorithm: fingerprint.algorithm,
+          hash: fingerprint.hash,
+          duration: fingerprint.duration,
+        },
+      });
+      const success = data?.unmatchFingerprint;
+      addToast({
+        variant: success ? "success" : "danger",
+        content: `${
+          success ? "Removed" : "Failed to remove"
+        } fingerprint submission`,
+      });
+    }
+
+    function maybeRenderSubmitted(fingerprint: Fingerprint, reported: boolean) {
+      if (
+        (!reported && fingerprint.user_submitted) ||
+        (reported && fingerprint.user_reported)
+      ) {
+        return (
+          <span
+            className="user-submitted"
+            title="Submitted by you - click to remove submission"
+            onClick={() => handleFingerprintUnmatch(fingerprint)}
+          >
+            {!unmatching ? (
+              <>
+                <Icon icon={faCheckCircle} />
+                <Icon icon={faTimesCircle} />
+              </>
+            ) : (
+              <Icon icon={faSpinner} className="fa-spin" />
+            )}
+          </span>
+        );
+      }
+    }
 
-  function maybeRenderSubmitted(fingerprint: Fingerprint) {
-    if (fingerprint.user_submitted) {
+    function renderSubmissions(fingerprint: Fingerprint) {
       return (
-        <span
-          className="user-submitted"
-          title="Submitted by you - click to remove submission"
-          onClick={() => handleFingerprintUnmatch(fingerprint)}
-        >
-          {!unmatching ? (
-            <>
-              <Icon icon={faCheckCircle} />
-              <Icon icon={faTimesCircle} />
-            </>
-          ) : (
-            <Icon icon={faSpinner} className="fa-spin" />
+        <span className="fingerprint-submissions">
+          <span className="fingerprint-submissions-plus">
+            {fingerprint.submissions}
+          </span>
+          {fingerprint.reports > 0 && (
+            <span className="fingerprint-reports">
+              {fingerprint.reports} <Icon icon={faTriangleExclamation} />
+              {maybeRenderSubmitted(fingerprint, true)}
+            </span>
           )}
+          {maybeRenderSubmitted(fingerprint, false)}
         </span>
       );
     }
-  }
 
-  const fingerprints = scene.fingerprints.map((fingerprint) => (
-    <tr key={fingerprint.hash}>
-      <td>{fingerprint.algorithm}</td>
-      <td className="font-monospace">
-        <Link
-          to={`${createHref(ROUTE_SCENES)}?fingerprint=${fingerprint.hash}`}
-        >
-          {fingerprint.hash}
-        </Link>
-      </td>
-      <td>
-        <span title={`${fingerprint.duration}s`}>
-          {formatDuration(fingerprint.duration)}
-        </span>
-      </td>
-      <td>
-        {fingerprint.submissions}
-        {maybeRenderSubmitted(fingerprint)}
-      </td>
-      <td>{formatDateTime(fingerprint.created)}</td>
-      <td>{formatDateTime(fingerprint.updated)}</td>
-    </tr>
-  ));
+    return scene.fingerprints.map((fingerprint) => (
+      <tr key={fingerprint.hash}>
+        <td>{fingerprint.algorithm}</td>
+        <td className="font-monospace">
+          <Link
+            to={`${createHref(ROUTE_SCENES)}?fingerprint=${fingerprint.hash}`}
+          >
+            {fingerprint.hash}
+          </Link>
+        </td>
+        <td>
+          <span title={`${fingerprint.duration}s`}>
+            {formatDuration(fingerprint.duration)}
+          </span>
+        </td>
+        <td>{renderSubmissions(fingerprint)}</td>
+        <td>{formatDateTime(fingerprint.created)}</td>
+        <td>{formatDateTime(fingerprint.updated)}</td>
+      </tr>
+    ));
+  }, [scene.fingerprints, unmatchFingerprint, unmatching, addToast, scene.id]);
+
   const tags = [...scene.tags].sort(compareByName).map((tag) => (
     <li key={tag.name}>
       <TagLink
diff --git a/frontend/src/pages/scenes/styles.scss b/frontend/src/pages/scenes/styles.scss
index 82cccc5c7..39b2d7363 100644
--- a/frontend/src/pages/scenes/styles.scss
+++ b/frontend/src/pages/scenes/styles.scss
@@ -74,3 +74,17 @@
     color: $warning;
   }
 }
+
+.fingerprint-submissions .fingerprint-reports {
+  &::before {
+    content: " (";
+    color: white;
+  }
+
+  &::after {
+    content: ")";
+    color: white;
+  }
+
+  color: $danger;
+}
diff --git a/graphql/schema/types/scene.graphql b/graphql/schema/types/scene.graphql
index a15ba60c9..a1b11e6b4 100644
--- a/graphql/schema/types/scene.graphql
+++ b/graphql/schema/types/scene.graphql
@@ -22,14 +22,29 @@ enum FavoriteFilter {
   ALL
 }
 
+enum FingerprintSubmissionType {
+  "Positive vote"
+  VALID
+  "Report as invalid"
+  INVALID
+  "Remove vote"
+  REMOVE
+}
+
 type Fingerprint {
   hash: String!
   algorithm: FingerprintAlgorithm!
   duration: Int!
+  "number of times this fingerprint has been submitted (excluding reports)"
   submissions: Int!
+  "number of times this fingerprint has been reported"
+  reports: Int!
   created: Time!
   updated: Time!
+  "true if the current user submitted this fingerprint"
   user_submitted: Boolean!
+  "true if the current user reported this fingerprint"
+  user_reported: Boolean!
 }
 
 type DraftFingerprint {
@@ -64,7 +79,8 @@ input FingerprintQueryInput {
 input FingerprintSubmission {
   scene_id: ID!
   fingerprint: FingerprintInput!
-  unmatch: Boolean
+  unmatch: Boolean @deprecated(reason: "Use `vote` with REMOVE instead")
+  vote: FingerprintSubmissionType = VALID
 }
 
 type Scene {
diff --git a/pkg/database/database.go b/pkg/database/database.go
index b8144804d..824f76784 100644
--- a/pkg/database/database.go
+++ b/pkg/database/database.go
@@ -4,7 +4,7 @@ import (
 	"github.com/jmoiron/sqlx"
 )
 
-var appSchemaVersion uint = 36
+var appSchemaVersion uint = 37
 
 var databaseProviders map[string]databaseProvider
 
diff --git a/pkg/database/migrations/postgres/37_fingerprint_vote.up.sql b/pkg/database/migrations/postgres/37_fingerprint_vote.up.sql
new file mode 100644
index 000000000..cf67bad51
--- /dev/null
+++ b/pkg/database/migrations/postgres/37_fingerprint_vote.up.sql
@@ -0,0 +1,2 @@
+ALTER TABLE "scene_fingerprints" 
+ ADD COLUMN "vote" SMALLINT NOT NULL DEFAULT 1 CHECK (vote = -1 OR vote = 1);
diff --git a/pkg/models/generated_exec.go b/pkg/models/generated_exec.go
index ddabfae1e..0332428dd 100644
--- a/pkg/models/generated_exec.go
+++ b/pkg/models/generated_exec.go
@@ -140,8 +140,10 @@ type ComplexityRoot struct {
 		Created       func(childComplexity int) int
 		Duration      func(childComplexity int) int
 		Hash          func(childComplexity int) int
+		Reports       func(childComplexity int) int
 		Submissions   func(childComplexity int) int
 		Updated       func(childComplexity int) int
+		UserReported  func(childComplexity int) int
 		UserSubmitted func(childComplexity int) int
 	}
 
@@ -1217,6 +1219,13 @@ func (e *executableSchema) Complexity(typeName, field string, childComplexity in
 
 		return e.complexity.Fingerprint.Hash(childComplexity), true
 
+	case "Fingerprint.reports":
+		if e.complexity.Fingerprint.Reports == nil {
+			break
+		}
+
+		return e.complexity.Fingerprint.Reports(childComplexity), true
+
 	case "Fingerprint.submissions":
 		if e.complexity.Fingerprint.Submissions == nil {
 			break
@@ -1231,6 +1240,13 @@ func (e *executableSchema) Complexity(typeName, field string, childComplexity in
 
 		return e.complexity.Fingerprint.Updated(childComplexity), true
 
+	case "Fingerprint.user_reported":
+		if e.complexity.Fingerprint.UserReported == nil {
+			break
+		}
+
+		return e.complexity.Fingerprint.UserReported(childComplexity), true
+
 	case "Fingerprint.user_submitted":
 		if e.complexity.Fingerprint.UserSubmitted == nil {
 			break
@@ -4919,14 +4935,29 @@ enum FavoriteFilter {
   ALL
 }
 
+enum FingerprintSubmissionType {
+  "Positive vote"
+  VALID
+  "Report as invalid"
+  INVALID
+  "Remove vote"
+  REMOVE
+}
+
 type Fingerprint {
   hash: String!
   algorithm: FingerprintAlgorithm!
   duration: Int!
+  "number of times this fingerprint has been submitted (excluding reports)"
   submissions: Int!
+  "number of times this fingerprint has been reported"
+  reports: Int!
   created: Time!
   updated: Time!
+  "true if the current user submitted this fingerprint"
   user_submitted: Boolean!
+  "true if the current user reported this fingerprint"
+  user_reported: Boolean!
 }
 
 type DraftFingerprint {
@@ -4961,7 +4992,8 @@ input FingerprintQueryInput {
 input FingerprintSubmission {
   scene_id: ID!
   fingerprint: FingerprintInput!
-  unmatch: Boolean
+  unmatch: Boolean @deprecated(reason: "Use ` + "`" + `vote` + "`" + ` with REMOVE instead")
+  vote: FingerprintSubmissionType = VALID
 }
 
 type Scene {
@@ -9038,6 +9070,50 @@ func (ec *executionContext) fieldContext_Fingerprint_submissions(ctx context.Con
 	return fc, nil
 }
 
+func (ec *executionContext) _Fingerprint_reports(ctx context.Context, field graphql.CollectedField, obj *Fingerprint) (ret graphql.Marshaler) {
+	fc, err := ec.fieldContext_Fingerprint_reports(ctx, field)
+	if err != nil {
+		return graphql.Null
+	}
+	ctx = graphql.WithFieldContext(ctx, fc)
+	defer func() {
+		if r := recover(); r != nil {
+			ec.Error(ctx, ec.Recover(ctx, r))
+			ret = graphql.Null
+		}
+	}()
+	resTmp, err := ec.ResolverMiddleware(ctx, func(rctx context.Context) (interface{}, error) {
+		ctx = rctx // use context from middleware stack in children
+		return obj.Reports, nil
+	})
+	if err != nil {
+		ec.Error(ctx, err)
+		return graphql.Null
+	}
+	if resTmp == nil {
+		if !graphql.HasFieldError(ctx, fc) {
+			ec.Errorf(ctx, "must not be null")
+		}
+		return graphql.Null
+	}
+	res := resTmp.(int)
+	fc.Result = res
+	return ec.marshalNInt2int(ctx, field.Selections, res)
+}
+
+func (ec *executionContext) fieldContext_Fingerprint_reports(ctx context.Context, field graphql.CollectedField) (fc *graphql.FieldContext, err error) {
+	fc = &graphql.FieldContext{
+		Object:     "Fingerprint",
+		Field:      field,
+		IsMethod:   false,
+		IsResolver: false,
+		Child: func(ctx context.Context, field graphql.CollectedField) (*graphql.FieldContext, error) {
+			return nil, errors.New("field of type Int does not have child fields")
+		},
+	}
+	return fc, nil
+}
+
 func (ec *executionContext) _Fingerprint_created(ctx context.Context, field graphql.CollectedField, obj *Fingerprint) (ret graphql.Marshaler) {
 	fc, err := ec.fieldContext_Fingerprint_created(ctx, field)
 	if err != nil {
@@ -9170,6 +9246,50 @@ func (ec *executionContext) fieldContext_Fingerprint_user_submitted(ctx context.
 	return fc, nil
 }
 
+func (ec *executionContext) _Fingerprint_user_reported(ctx context.Context, field graphql.CollectedField, obj *Fingerprint) (ret graphql.Marshaler) {
+	fc, err := ec.fieldContext_Fingerprint_user_reported(ctx, field)
+	if err != nil {
+		return graphql.Null
+	}
+	ctx = graphql.WithFieldContext(ctx, fc)
+	defer func() {
+		if r := recover(); r != nil {
+			ec.Error(ctx, ec.Recover(ctx, r))
+			ret = graphql.Null
+		}
+	}()
+	resTmp, err := ec.ResolverMiddleware(ctx, func(rctx context.Context) (interface{}, error) {
+		ctx = rctx // use context from middleware stack in children
+		return obj.UserReported, nil
+	})
+	if err != nil {
+		ec.Error(ctx, err)
+		return graphql.Null
+	}
+	if resTmp == nil {
+		if !graphql.HasFieldError(ctx, fc) {
+			ec.Errorf(ctx, "must not be null")
+		}
+		return graphql.Null
+	}
+	res := resTmp.(bool)
+	fc.Result = res
+	return ec.marshalNBoolean2bool(ctx, field.Selections, res)
+}
+
+func (ec *executionContext) fieldContext_Fingerprint_user_reported(ctx context.Context, field graphql.CollectedField) (fc *graphql.FieldContext, err error) {
+	fc = &graphql.FieldContext{
+		Object:     "Fingerprint",
+		Field:      field,
+		IsMethod:   false,
+		IsResolver: false,
+		Child: func(ctx context.Context, field graphql.CollectedField) (*graphql.FieldContext, error) {
+			return nil, errors.New("field of type Boolean does not have child fields")
+		},
+	}
+	return fc, nil
+}
+
 func (ec *executionContext) _FuzzyDate_date(ctx context.Context, field graphql.CollectedField, obj *FuzzyDate) (ret graphql.Marshaler) {
 	fc, err := ec.fieldContext_FuzzyDate_date(ctx, field)
 	if err != nil {
@@ -23156,12 +23276,16 @@ func (ec *executionContext) fieldContext_Scene_fingerprints(ctx context.Context,
 				return ec.fieldContext_Fingerprint_duration(ctx, field)
 			case "submissions":
 				return ec.fieldContext_Fingerprint_submissions(ctx, field)
+			case "reports":
+				return ec.fieldContext_Fingerprint_reports(ctx, field)
 			case "created":
 				return ec.fieldContext_Fingerprint_created(ctx, field)
 			case "updated":
 				return ec.fieldContext_Fingerprint_updated(ctx, field)
 			case "user_submitted":
 				return ec.fieldContext_Fingerprint_user_submitted(ctx, field)
+			case "user_reported":
+				return ec.fieldContext_Fingerprint_user_reported(ctx, field)
 			}
 			return nil, fmt.Errorf("no field named %q was found under type Fingerprint", field.Name)
 		},
@@ -24693,12 +24817,16 @@ func (ec *executionContext) fieldContext_SceneEdit_added_fingerprints(ctx contex
 				return ec.fieldContext_Fingerprint_duration(ctx, field)
 			case "submissions":
 				return ec.fieldContext_Fingerprint_submissions(ctx, field)
+			case "reports":
+				return ec.fieldContext_Fingerprint_reports(ctx, field)
 			case "created":
 				return ec.fieldContext_Fingerprint_created(ctx, field)
 			case "updated":
 				return ec.fieldContext_Fingerprint_updated(ctx, field)
 			case "user_submitted":
 				return ec.fieldContext_Fingerprint_user_submitted(ctx, field)
+			case "user_reported":
+				return ec.fieldContext_Fingerprint_user_reported(ctx, field)
 			}
 			return nil, fmt.Errorf("no field named %q was found under type Fingerprint", field.Name)
 		},
@@ -24750,12 +24878,16 @@ func (ec *executionContext) fieldContext_SceneEdit_removed_fingerprints(ctx cont
 				return ec.fieldContext_Fingerprint_duration(ctx, field)
 			case "submissions":
 				return ec.fieldContext_Fingerprint_submissions(ctx, field)
+			case "reports":
+				return ec.fieldContext_Fingerprint_reports(ctx, field)
 			case "created":
 				return ec.fieldContext_Fingerprint_created(ctx, field)
 			case "updated":
 				return ec.fieldContext_Fingerprint_updated(ctx, field)
 			case "user_submitted":
 				return ec.fieldContext_Fingerprint_user_submitted(ctx, field)
+			case "user_reported":
+				return ec.fieldContext_Fingerprint_user_reported(ctx, field)
 			}
 			return nil, fmt.Errorf("no field named %q was found under type Fingerprint", field.Name)
 		},
@@ -25194,12 +25326,16 @@ func (ec *executionContext) fieldContext_SceneEdit_fingerprints(ctx context.Cont
 				return ec.fieldContext_Fingerprint_duration(ctx, field)
 			case "submissions":
 				return ec.fieldContext_Fingerprint_submissions(ctx, field)
+			case "reports":
+				return ec.fieldContext_Fingerprint_reports(ctx, field)
 			case "created":
 				return ec.fieldContext_Fingerprint_created(ctx, field)
 			case "updated":
 				return ec.fieldContext_Fingerprint_updated(ctx, field)
 			case "user_submitted":
 				return ec.fieldContext_Fingerprint_user_submitted(ctx, field)
+			case "user_reported":
+				return ec.fieldContext_Fingerprint_user_reported(ctx, field)
 			}
 			return nil, fmt.Errorf("no field named %q was found under type Fingerprint", field.Name)
 		},
@@ -31927,7 +32063,11 @@ func (ec *executionContext) unmarshalInputFingerprintSubmission(ctx context.Cont
 		asMap[k] = v
 	}
 
-	fieldsInOrder := [...]string{"scene_id", "fingerprint", "unmatch"}
+	if _, present := asMap["vote"]; !present {
+		asMap["vote"] = "VALID"
+	}
+
+	fieldsInOrder := [...]string{"scene_id", "fingerprint", "unmatch", "vote"}
 	for _, k := range fieldsInOrder {
 		v, ok := asMap[k]
 		if !ok {
@@ -31955,6 +32095,13 @@ func (ec *executionContext) unmarshalInputFingerprintSubmission(ctx context.Cont
 				return it, err
 			}
 			it.Unmatch = data
+		case "vote":
+			ctx := graphql.WithPathContext(ctx, graphql.NewPathWithField("vote"))
+			data, err := ec.unmarshalOFingerprintSubmissionType2ᚖgithubᚗcomᚋstashappᚋstashᚑboxᚋpkgᚋmodelsᚐFingerprintSubmissionType(ctx, v)
+			if err != nil {
+				return it, err
+			}
+			it.Vote = data
 		}
 	}
 
@@ -36845,6 +36992,11 @@ func (ec *executionContext) _Fingerprint(ctx context.Context, sel ast.SelectionS
 			if out.Values[i] == graphql.Null {
 				out.Invalids++
 			}
+		case "reports":
+			out.Values[i] = ec._Fingerprint_reports(ctx, field, obj)
+			if out.Values[i] == graphql.Null {
+				out.Invalids++
+			}
 		case "created":
 			out.Values[i] = ec._Fingerprint_created(ctx, field, obj)
 			if out.Values[i] == graphql.Null {
@@ -36860,6 +37012,11 @@ func (ec *executionContext) _Fingerprint(ctx context.Context, sel ast.SelectionS
 			if out.Values[i] == graphql.Null {
 				out.Invalids++
 			}
+		case "user_reported":
+			out.Values[i] = ec._Fingerprint_user_reported(ctx, field, obj)
+			if out.Values[i] == graphql.Null {
+				out.Invalids++
+			}
 		default:
 			panic("unknown field " + strconv.Quote(field.Name))
 		}
@@ -47055,6 +47212,22 @@ func (ec *executionContext) unmarshalOFingerprintInput2ᚕᚖgithubᚗcomᚋstas
 	return res, nil
 }
 
+func (ec *executionContext) unmarshalOFingerprintSubmissionType2ᚖgithubᚗcomᚋstashappᚋstashᚑboxᚋpkgᚋmodelsᚐFingerprintSubmissionType(ctx context.Context, v interface{}) (*FingerprintSubmissionType, error) {
+	if v == nil {
+		return nil, nil
+	}
+	var res = new(FingerprintSubmissionType)
+	err := res.UnmarshalGQL(v)
+	return res, graphql.ErrorOnPath(ctx, err)
+}
+
+func (ec *executionContext) marshalOFingerprintSubmissionType2ᚖgithubᚗcomᚋstashappᚋstashᚑboxᚋpkgᚋmodelsᚐFingerprintSubmissionType(ctx context.Context, sel ast.SelectionSet, v *FingerprintSubmissionType) graphql.Marshaler {
+	if v == nil {
+		return graphql.Null
+	}
+	return v
+}
+
 func (ec *executionContext) marshalOFuzzyDate2ᚖgithubᚗcomᚋstashappᚋstashᚑboxᚋpkgᚋmodelsᚐFuzzyDate(ctx context.Context, sel ast.SelectionSet, v *FuzzyDate) graphql.Marshaler {
 	if v == nil {
 		return graphql.Null
diff --git a/pkg/models/generated_models.go b/pkg/models/generated_models.go
index 9735a9c89..db48bc7d7 100644
--- a/pkg/models/generated_models.go
+++ b/pkg/models/generated_models.go
@@ -138,13 +138,19 @@ type EyeColorCriterionInput struct {
 }
 
 type Fingerprint struct {
-	Hash          string               `json:"hash"`
-	Algorithm     FingerprintAlgorithm `json:"algorithm"`
-	Duration      int                  `json:"duration"`
-	Submissions   int                  `json:"submissions"`
-	Created       time.Time            `json:"created"`
-	Updated       time.Time            `json:"updated"`
-	UserSubmitted bool                 `json:"user_submitted"`
+	Hash      string               `json:"hash"`
+	Algorithm FingerprintAlgorithm `json:"algorithm"`
+	Duration  int                  `json:"duration"`
+	// number of times this fingerprint has been submitted (excluding reports)
+	Submissions int `json:"submissions"`
+	// number of times this fingerprint has been reported
+	Reports int       `json:"reports"`
+	Created time.Time `json:"created"`
+	Updated time.Time `json:"updated"`
+	// true if the current user submitted this fingerprint
+	UserSubmitted bool `json:"user_submitted"`
+	// true if the current user reported this fingerprint
+	UserReported bool `json:"user_reported"`
 }
 
 type FingerprintEditInput struct {
@@ -171,9 +177,10 @@ type FingerprintQueryInput struct {
 }
 
 type FingerprintSubmission struct {
-	SceneID     uuid.UUID         `json:"scene_id"`
-	Fingerprint *FingerprintInput `json:"fingerprint"`
-	Unmatch     *bool             `json:"unmatch,omitempty"`
+	SceneID     uuid.UUID                  `json:"scene_id"`
+	Fingerprint *FingerprintInput          `json:"fingerprint"`
+	Unmatch     *bool                      `json:"unmatch,omitempty"`
+	Vote        *FingerprintSubmissionType `json:"vote,omitempty"`
 }
 
 type FuzzyDate struct {
@@ -1246,6 +1253,52 @@ func (e FingerprintAlgorithm) MarshalGQL(w io.Writer) {
 	fmt.Fprint(w, strconv.Quote(e.String()))
 }
 
+type FingerprintSubmissionType string
+
+const (
+	// Positive vote
+	FingerprintSubmissionTypeValid FingerprintSubmissionType = "VALID"
+	// Report as invalid
+	FingerprintSubmissionTypeInvalid FingerprintSubmissionType = "INVALID"
+	// Remove vote
+	FingerprintSubmissionTypeRemove FingerprintSubmissionType = "REMOVE"
+)
+
+var AllFingerprintSubmissionType = []FingerprintSubmissionType{
+	FingerprintSubmissionTypeValid,
+	FingerprintSubmissionTypeInvalid,
+	FingerprintSubmissionTypeRemove,
+}
+
+func (e FingerprintSubmissionType) IsValid() bool {
+	switch e {
+	case FingerprintSubmissionTypeValid, FingerprintSubmissionTypeInvalid, FingerprintSubmissionTypeRemove:
+		return true
+	}
+	return false
+}
+
+func (e FingerprintSubmissionType) String() string {
+	return string(e)
+}
+
+func (e *FingerprintSubmissionType) UnmarshalGQL(v interface{}) error {
+	str, ok := v.(string)
+	if !ok {
+		return fmt.Errorf("enums must be strings")
+	}
+
+	*e = FingerprintSubmissionType(str)
+	if !e.IsValid() {
+		return fmt.Errorf("%s is not a valid FingerprintSubmissionType", str)
+	}
+	return nil
+}
+
+func (e FingerprintSubmissionType) MarshalGQL(w io.Writer) {
+	fmt.Fprint(w, strconv.Quote(e.String()))
+}
+
 type GenderEnum string
 
 const (
diff --git a/pkg/models/model_scene.go b/pkg/models/model_scene.go
index 1467172ca..b050c3c4c 100644
--- a/pkg/models/model_scene.go
+++ b/pkg/models/model_scene.go
@@ -105,6 +105,7 @@ type SceneFingerprint struct {
 	Algorithm string    `db:"algorithm" json:"algorithm"`
 	Duration  int       `db:"duration" json:"duration"`
 	CreatedAt time.Time `db:"created_at" json:"created_at"`
+	Vote      int       `db:"vote" json:"vote"`
 }
 
 type SceneFingerprints []*SceneFingerprint
@@ -125,32 +126,6 @@ func (f *SceneFingerprints) Add(o interface{}) {
 	*f = append(*f, o.(*SceneFingerprint))
 }
 
-type DBSceneFingerprint struct {
-	SceneID       uuid.UUID `db:"scene_id" json:"scene_id"`
-	UserID        uuid.UUID `db:"user_id" json:"user_id"`
-	FingerprintID int       `db:"fingerprint_id" json:"fingerprint_id"`
-	Duration      int       `db:"duration" json:"duration"`
-	CreatedAt     time.Time `db:"created_at" json:"created_at"`
-}
-
-type DBSceneFingerprints []*DBSceneFingerprint
-
-func (f DBSceneFingerprints) Each(fn func(interface{})) {
-	for _, v := range f {
-		fn(*v)
-	}
-}
-
-func (f DBSceneFingerprints) EachPtr(fn func(interface{})) {
-	for _, v := range f {
-		fn(v)
-	}
-}
-
-func (f *DBSceneFingerprints) Add(o interface{}) {
-	*f = append(*f, o.(*DBSceneFingerprint))
-}
-
 func CreateSceneFingerprints(sceneID uuid.UUID, fingerprints []*FingerprintEditInput) SceneFingerprints {
 	var ret SceneFingerprints
 
@@ -172,7 +147,7 @@ func CreateSceneFingerprints(sceneID uuid.UUID, fingerprints []*FingerprintEditI
 	return ret
 }
 
-func CreateSubmittedSceneFingerprints(sceneID uuid.UUID, fingerprints []*FingerprintInput) SceneFingerprints {
+func CreateSubmittedSceneFingerprints(sceneID uuid.UUID, fingerprints []*FingerprintInput, vote int) SceneFingerprints {
 	var ret SceneFingerprints
 
 	for _, fingerprint := range fingerprints {
@@ -184,6 +159,7 @@ func CreateSubmittedSceneFingerprints(sceneID uuid.UUID, fingerprints []*Fingerp
 					Hash:      fingerprint.Hash,
 					Algorithm: fingerprint.Algorithm.String(),
 					Duration:  fingerprint.Duration,
+					Vote:      vote,
 				})
 			}
 		}
diff --git a/pkg/models/scene.go b/pkg/models/scene.go
index fd32be046..f370221fe 100644
--- a/pkg/models/scene.go
+++ b/pkg/models/scene.go
@@ -9,7 +9,7 @@ type SceneRepo interface {
 	SoftDelete(scene Scene) (*Scene, error)
 	CreateURLs(newJoins SceneURLs) error
 	UpdateURLs(scene uuid.UUID, updatedJoins SceneURLs) error
-	CreateFingerprints(newJoins SceneFingerprints) error
+	CreateOrReplaceFingerprints(newJoins SceneFingerprints) error
 	UpdateFingerprints(sceneID uuid.UUID, updatedJoins SceneFingerprints) error
 	DestroyFingerprints(sceneID uuid.UUID, toDelete SceneFingerprints) error
 	Find(id uuid.UUID) (*Scene, error)
@@ -27,6 +27,7 @@ type SceneRepo interface {
 	// GetAllFingerprints returns fingerprints for each of the scene ids provided.
 	// currentUserID is used to populate the UserSubmitted field.
 	GetAllFingerprints(currentUserID uuid.UUID, ids []uuid.UUID, onlySubmitted bool) ([][]*Fingerprint, []error)
+	SubmittedHashExists(sceneID uuid.UUID, hash string, algorithm FingerprintAlgorithm) (bool, error)
 	GetPerformers(id uuid.UUID) (PerformersScenes, error)
 	GetAllAppearances(ids []uuid.UUID) ([]PerformersScenes, []error)
 	GetURLs(id uuid.UUID) ([]*URL, error)
diff --git a/pkg/models/sql_translate.go b/pkg/models/sql_translate.go
index 870721869..289eb3220 100644
--- a/pkg/models/sql_translate.go
+++ b/pkg/models/sql_translate.go
@@ -49,7 +49,7 @@ func CopyFull(target interface{}, source interface{}) {
 		case field.Type == sourceField.Type:
 			// direct copy
 			targetFieldValue.Set(sourceFieldValue)
-		case reflect.PtrTo(field.Type) == sourceField.Type:
+		case reflect.PointerTo(field.Type) == sourceField.Type:
 			// source field is pointer, target field is value
 			// if nil, then set to zero value, otherwise copy
 			if sourceFieldValue.IsNil() {
diff --git a/pkg/scene/scene.go b/pkg/scene/scene.go
index 040dabe36..5f56af9c2 100644
--- a/pkg/scene/scene.go
+++ b/pkg/scene/scene.go
@@ -48,7 +48,7 @@ func Create(ctx context.Context, fac models.Repo, input models.SceneCreateInput)
 	}
 
 	sceneFingerprints := models.CreateSceneFingerprints(scene.ID, input.Fingerprints)
-	if err := qb.CreateFingerprints(sceneFingerprints); err != nil {
+	if err := qb.CreateOrReplaceFingerprints(sceneFingerprints); err != nil {
 		return nil, err
 	}
 
@@ -232,6 +232,17 @@ func Destroy(fac models.Repo, input models.SceneDestroyInput) (bool, error) {
 	return true, nil
 }
 
+func submissionTypeToInt(t models.FingerprintSubmissionType) int {
+	switch t {
+	case models.FingerprintSubmissionTypeValid:
+		return 1
+	case models.FingerprintSubmissionTypeInvalid:
+		return -1
+	default:
+		return 0
+	}
+}
+
 func SubmitFingerprint(ctx context.Context, fac models.Repo, input models.FingerprintSubmission) (bool, error) {
 	qb := fac.Scene()
 
@@ -257,11 +268,34 @@ func SubmitFingerprint(ctx context.Context, fac models.Repo, input models.Finger
 		input.Fingerprint.UserIds = []uuid.UUID{currentUserID}
 	}
 
-	sceneFingerprint := models.CreateSubmittedSceneFingerprints(scene.ID, []*models.FingerprintInput{input.Fingerprint})
+	// set the default vote
+	vote := models.FingerprintSubmissionTypeValid
+	if input.Vote != nil {
+		vote = *input.Vote
+	}
+
+	// if the user is reporting a fingerprint, ensure that the fingerprint has at least one submission
+	if vote == models.FingerprintSubmissionTypeInvalid {
+		submissionExists, err := qb.SubmittedHashExists(input.SceneID, input.Fingerprint.Hash, input.Fingerprint.Algorithm)
+		if err != nil {
+			return false, err
+		}
+
+		if !submissionExists {
+			return false, errors.New("fingerprint has no submissions")
+		}
+	}
+
+	voteInt := submissionTypeToInt(vote)
+	sceneFingerprint := models.CreateSubmittedSceneFingerprints(scene.ID, []*models.FingerprintInput{input.Fingerprint}, voteInt)
+
+	// vote == 0 means the user is unmatching the fingerprint
+	// Unmatch is the deprecated field, but we still need to support it
+	unmatch := vote == models.FingerprintSubmissionTypeRemove || (input.Unmatch != nil && *input.Unmatch)
 
-	if input.Unmatch == nil || !*input.Unmatch {
+	if !unmatch {
 		// set the new fingerprints
-		if err := qb.CreateFingerprints(sceneFingerprint); err != nil {
+		if err := qb.CreateOrReplaceFingerprints(sceneFingerprint); err != nil {
 			return false, err
 		}
 	} else {
diff --git a/pkg/sqlx/fingerprints.go b/pkg/sqlx/fingerprints.go
new file mode 100644
index 000000000..bb5755982
--- /dev/null
+++ b/pkg/sqlx/fingerprints.go
@@ -0,0 +1,34 @@
+package sqlx
+
+import (
+	"time"
+
+	"github.com/gofrs/uuid"
+)
+
+type dbSceneFingerprint struct {
+	SceneID       uuid.UUID `db:"scene_id" json:"scene_id"`
+	UserID        uuid.UUID `db:"user_id" json:"user_id"`
+	FingerprintID int       `db:"fingerprint_id" json:"fingerprint_id"`
+	Duration      int       `db:"duration" json:"duration"`
+	CreatedAt     time.Time `db:"created_at" json:"created_at"`
+	Vote          int       `db:"vote" json:"vote"`
+}
+
+type dbSceneFingerprints []*dbSceneFingerprint
+
+func (f dbSceneFingerprints) Each(fn func(interface{})) {
+	for _, v := range f {
+		fn(*v)
+	}
+}
+
+func (f dbSceneFingerprints) EachPtr(fn func(interface{})) {
+	for _, v := range f {
+		fn(v)
+	}
+}
+
+func (f *dbSceneFingerprints) Add(o interface{}) {
+	*f = append(*f, o.(*dbSceneFingerprint))
+}
diff --git a/pkg/sqlx/querybuilder_scene.go b/pkg/sqlx/querybuilder_scene.go
index fe239a5bb..b67dfb135 100644
--- a/pkg/sqlx/querybuilder_scene.go
+++ b/pkg/sqlx/querybuilder_scene.go
@@ -27,7 +27,7 @@ var (
 	})
 
 	sceneFingerprintTable = newTableJoin(sceneTable, "scene_fingerprints", sceneJoinKey, func() interface{} {
-		return &models.DBSceneFingerprint{}
+		return &dbSceneFingerprint{}
 	})
 
 	sceneURLTable = newTableJoin(sceneTable, "scene_urls", sceneJoinKey, func() interface{} {
@@ -79,21 +79,27 @@ func (qb *sceneQueryBuilder) UpdateURLs(scene uuid.UUID, updatedJoins models.Sce
 	return qb.dbi.ReplaceJoins(sceneURLTable, scene, &updatedJoins)
 }
 
-func (qb *sceneQueryBuilder) CreateFingerprints(sceneFingerprints models.SceneFingerprints) error {
-	conflictHandling := `ON CONFLICT DO NOTHING`
+func (qb *sceneQueryBuilder) CreateOrReplaceFingerprints(sceneFingerprints models.SceneFingerprints) error {
+	conflictHandling := `
+		ON CONFLICT ON CONSTRAINT scene_fingerprints_scene_id_fingerprint_id_user_id_key
+		DO UPDATE SET 
+		duration = EXCLUDED.duration,
+		vote = EXCLUDED.vote
+	`
 
-	var fingerprints models.DBSceneFingerprints
+	var fingerprints dbSceneFingerprints
 	for _, fp := range sceneFingerprints {
 		id, err := qb.getOrCreateFingerprintID(fp.Hash, fp.Algorithm)
 		if err != nil {
 			return err
 		}
 
-		fingerprints = append(fingerprints, &models.DBSceneFingerprint{
+		fingerprints = append(fingerprints, &dbSceneFingerprint{
 			FingerprintID: id,
 			SceneID:       fp.SceneID,
 			UserID:        fp.UserID,
 			Duration:      fp.Duration,
+			Vote:          fp.Vote,
 		})
 	}
 
@@ -105,7 +111,7 @@ func (qb *sceneQueryBuilder) UpdateFingerprints(sceneID uuid.UUID, updatedJoins
 		return err
 	}
 
-	return qb.CreateFingerprints(updatedJoins)
+	return qb.CreateOrReplaceFingerprints(updatedJoins)
 }
 
 func (qb *sceneQueryBuilder) DestroyFingerprints(sceneID uuid.UUID, toDestroy models.SceneFingerprints) error {
@@ -546,14 +552,17 @@ func (qb *sceneQueryBuilder) queryScenes(query string, args []interface{}) (mode
 }
 
 type sceneFingerprintGroup struct {
-	SceneID       uuid.UUID                   `db:"scene_id"`
-	Hash          string                      `db:"hash"`
-	Algorithm     models.FingerprintAlgorithm `db:"algorithm"`
-	Duration      float64                     `db:"duration"`
-	Submissions   int                         `db:"submissions"`
-	UserSubmitted bool                        `db:"user_submitted"`
-	CreatedAt     time.Time                   `db:"created_at"`
-	UpdatedAt     time.Time                   `db:"updated_at"`
+	SceneID        uuid.UUID                   `db:"scene_id"`
+	Hash           string                      `db:"hash"`
+	Algorithm      models.FingerprintAlgorithm `db:"algorithm"`
+	Duration       float64                     `db:"duration"`
+	Submissions    int                         `db:"submissions"`
+	Reports        int                         `db:"reports"`
+	NetSubmissions int                         `db:"net_submissions"`
+	UserSubmitted  bool                        `db:"user_submitted"`
+	UserReported   bool                        `db:"user_reported"`
+	CreatedAt      time.Time                   `db:"created_at"`
+	UpdatedAt      time.Time                   `db:"updated_at"`
 }
 
 func fingerprintGroupToFingerprint(fpg sceneFingerprintGroup) *models.Fingerprint {
@@ -562,7 +571,9 @@ func fingerprintGroupToFingerprint(fpg sceneFingerprintGroup) *models.Fingerprin
 		Algorithm:     fpg.Algorithm,
 		Duration:      int(fpg.Duration),
 		Submissions:   fpg.Submissions,
+		Reports:       fpg.Reports,
 		UserSubmitted: fpg.UserSubmitted,
+		UserReported:  fpg.UserReported,
 		Created:       fpg.CreatedAt,
 		Updated:       fpg.UpdatedAt,
 	}
@@ -586,10 +597,13 @@ func (qb *sceneQueryBuilder) GetAllFingerprints(currentUserID uuid.UUID, ids []u
 			FP.hash,
 			FP.algorithm,
 			mode() WITHIN GROUP (ORDER BY SFP.duration) as duration,
-			COUNT(SFP.fingerprint_id) as submissions,
+			COUNT(CASE WHEN SFP.vote = 1 THEN 1 END) as submissions,
+			COUNT(CASE WHEN SFP.vote = -1 THEN 1 END) as reports,
+			SUM(SFP.vote) as net_submissions,
 			MIN(created_at) as created_at,
 			MAX(created_at) as updated_at,
-			bool_or(SFP.user_id = :userid) as user_submitted
+			bool_or(SFP.user_id = :userid AND SFP.vote = 1) as user_submitted,
+			bool_or(SFP.user_id = :userid AND SFP.vote = -1) as user_reported
 		FROM scene_fingerprints SFP
 		JOIN fingerprints FP ON SFP.fingerprint_id = FP.id
 		WHERE SFP.scene_id IN (:sceneids)
@@ -601,7 +615,7 @@ func (qb *sceneQueryBuilder) GetAllFingerprints(currentUserID uuid.UUID, ids []u
 
 	query += `
 		GROUP BY SFP.scene_id, FP.algorithm, FP.hash
-		ORDER BY submissions DESC`
+		ORDER BY net_submissions DESC`
 
 	arg := map[string]interface{}{
 		"userid":   currentUserID,
@@ -641,6 +655,38 @@ func (qb *sceneQueryBuilder) GetAllFingerprints(currentUserID uuid.UUID, ids []u
 	return result, nil
 }
 
+// SubmittedHashExists returns true if the given hash exists for the given scene
+func (qb *sceneQueryBuilder) SubmittedHashExists(sceneID uuid.UUID, hash string, algorithm models.FingerprintAlgorithm) (bool, error) {
+	query := `
+		SELECT
+			1
+		FROM scene_fingerprints f
+		JOIN fingerprints fp ON f.fingerprint_id = fp.id
+		WHERE f.scene_id = :sceneid AND fp.hash = :hash AND fp.algorithm = :algorithm AND f.vote = 1
+	`
+
+	arg := map[string]interface{}{
+		"sceneid":   sceneID,
+		"hash":      hash,
+		"algorithm": algorithm,
+	}
+
+	query, args, err := sqlx.Named(query, arg)
+	if err != nil {
+		return false, err
+	}
+
+	result := false
+	if err := qb.dbi.queryFunc(query, args, func(rows *sqlx.Rows) error {
+		result = true
+		return nil
+	}); err != nil {
+		return false, err
+	}
+
+	return result, nil
+}
+
 func (qb *sceneQueryBuilder) GetPerformers(id uuid.UUID) (models.PerformersScenes, error) {
 	joins := models.PerformersScenes{}
 	err := qb.dbi.FindJoins(scenePerformerTable, id, &joins)
@@ -979,13 +1025,14 @@ func (qb *sceneQueryBuilder) addFingerprintsFromEdit(scene *models.Scene, data *
 				Algorithm: fingerprint.Algorithm.String(),
 				SceneID:   scene.ID,
 				UserID:    userID,
+				Vote:      1,
 				Duration:  fingerprint.Duration,
 				CreatedAt: time.Now(),
 			})
 		}
 	}
 
-	return qb.CreateFingerprints(newFingerprints)
+	return qb.CreateOrReplaceFingerprints(newFingerprints)
 }
 
 func (qb *sceneQueryBuilder) getOrCreateFingerprintID(hash string, algorithm string) (int, error) {