✨✨Latest Papers on AI-Generated Video Detection and Related Areas
| Title | Venue | Year |
|---|---|---|
| A Survey on Deepfake Video Detection | IET Biometrics | 2021 |
| Dataset | Title | Venue | Year | Task |
|---|---|---|---|---|
| GenVideo | DeMamba: AI-Generated Video Detection on Million-Scale GenVideo Benchmark | arXiv | 2024 | General |
| GenVidDet | Distinguish Any Fake Videos: Unleashing the Power of Large-scale Data and Motion Features | arXiv | 2024 | General |
| Faceforensics | Faceforensics: A large-scale video dataset for forgery detection in human faces | arXiv | 2018 | Face |
| FakeAVCeleb | FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset | NeurIPS Datasets and Benchmarks Track | 2021 | Face |
| Name | Link | Year |
|---|---|---|
| Artificial Intelligence Generated Image Detection@MM | https://challenge.ai.mgtv.com/#/track/24 | 2024 |
| DFAD@CVPR | https://www.dfad.unimore.it/challenge/ | 2024 |
| Title | Venue | Year | Task | Insights | Code if available |
|---|---|---|---|---|---|
| Beyond Deepfake Images: Detecting AI-Generated Videos | CVPR Workshop | 2024 | General Detection | None new methods | N/A |
| What Matters in Detecting AI-Generated Videos like Sora? | arXiv | 2024 | General Detection | Appearance + Motion + Geometry feature fusion | Code |
| Turns Out I’m Not Real: Towards Robust Detection of AI-Generated Videos | CVPR Workshop | 2024 | General Detection | Dire frame & CNN + LSTM detector | N/A |
| DeMamba: AI-Generated Video Detection on Million-Scale GenVideo Benchmark | arXiv | 2024 | General Detection | Detail Mamba modeling spatial-temporal artifacts | Code |
| Distinguish Any Fake Videos: Unleashing the Power of Large-scale Data and Motion Features | arXiv | 2024 | General Detection | Dual path feature fusing: sptial-temporal and optical flow | N/A |
| DeCoF: Generated Video Detection via Frame Consistency | arXiv | 2024 | General Detection | Video-based, CLIP+Transformer modeling temporal artifacts | N/A |
| TALL: Thumbnail Layout for Deepfake Video Detection | ICCV | 2023 | Face Detection | Transforms a video clip into a pre-defined layout to realize the preservation of spatial and temporal dependencies | Code |
| ISTVT: Interpretable Spatial-Temporal Video Transformer for Deepfake Detection | TIFS | 2023 | Face Detection | Decomposed spatial-temporal self-attention and a self-subtract mechanism to capture spatial artifacts and temporal inconsistency | N/A |
| Exploiting Complementary Dynamic Incoherence for DeepFake Video Detection | TCSVT | 2023 | Face Detection | Dynamic facial feature analysis | N/A |
| Hierarchical Contrastive Inconsistency Learning for Deepfake Video Detection | ECCV | 2022 | Face Detection | Hierarchical contrastive inconsistency learning | N/A |
| Spatiotemporal Inconsistency Learning for DeepFake Video Detection | ACM MM | 2021 | Face Detection | Video-based, STIL modeling spatiotemporal artifacts | Code |