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VMamba v2 Detection checkpoints

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@MzeroMiko MzeroMiko released this 20 Mar 03:06
· 66 commits to main since this release

Object Detection on COCO

Backbone #params FLOPs Detector bboxAP bboxAP50 bboxAP75 segmAP segmAP50 segmAP75 configs/logs/ckpts
VMamba-T[s2l5] 50M 270G MaskRCNN@1x 47.4 69.5 52.0 42.7 66.3 46.0 config/log/ckpt
VMamba-S[s2l15] 70M 384G MaskRCNN@1x 48.7 70.0 53.4 43.7 67.3 47.0 config/log/ckpt
VMamba-B[s2l15] 108M 485G MaskRCNN@1x 49.2 71.4 54.0 44.1 68.3 47.7 config/log/ckpt
VMamba-B[s2l15] 108M 485G MaskRCNN@1x[bs8] 49.2 70.9 53.9 43.9 67.7 47.6 config/log/ckpt
VMamba-T[s1l8] 50M 271G MaskRCNN@1x 47.3 69.3 52.0 42.7 66.4 45.9 config/log/ckpt
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VMamba-T[s2l5] 50M 270G MaskRCNN@3x 48.9 70.6 53.6 43.7 67.7 46.8 config/log/ckpt
VMamba-S[s2l15] 70M 384G MaskRCNN@3x 49.9 70.9 54.7 44.20 68.2 47.7 config/log/ckpt
VMamba-T[s1l8] 50M 271G MaskRCNN@3x 48.8 70.4 53.50 43.7 67.4 47.0 config/log/ckpt
  • Models in this subsection is initialized from the models trained in classfication.
  • we now calculate FLOPs with the algrithm @ albertgu provides, which will be bigger than previous calculation (which is based on the selective_scan_ref function, and ignores the hardware-aware algrithm).