Instance Segmentation on LVIS v0.5 (val)
32Mask APEQL v2
Evaluation results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| EQL v2framework=HTC-X101, sampler=random2020.12 | 32 | — | — | — | — | — | 24.2 | 32.8 | 34.1 | 34 | — | — | — | — | — | — | — | — | — | — | — | |
| BAGSframework=HTC-X101, sampler=random/random, re-implemented=true2020.12 | 31.2 | — | — | — | — | — | 23.4 | 32.3 | 32.9 | 33.7 | — | — | — | — | — | — | — | — | — | — | — | |
| EQL v2framework=Cascade-R101, sampler=random2020.12 | 30.2 | — | — | — | — | — | 23 | 30.9 | 32.1 | 33 | — | — | — | — | — | — | — | — | — | — | — | |
| GOLFramework=Mask-RCNN R50-FPN2022.07 | 29.5 | — | — | — | — | — | 22.5 | 31.3 | 30.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Seesaw + PCBBackbone=R-50-FPN2022.01 | 28.8 | 43.8 | 30.9 | — | — | — | 23.4 | 29.6 | 30 | — | — | — | — | — | — | — | — | — | — | — | — | |
| De-confound-TDEframework=Cascade-R101, sampler=random2020.12 | 28.4 | — | — | — | — | — | 22.1 | 29 | 30.3 | 31 | — | — | — | — | — | — | — | — | — | — | — | |
| LOCEBackbone=R-50-FPN2022.01 | 28.4 | — | — | — | — | — | 22 | 29 | 30.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| LOCEFramework=Mask-RCNN R50-FPN2022.07 | 28.4 | — | — | — | — | — | 22 | 29 | 30.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| LOCEFramework=Mask R-CNN, Backbone=R-50-FPN2021.08 | 28.4 | — | — | — | — | — | 22 | 29 | 30.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| EQL v2framework=Mask-R101, sampler=random2020.12 | 28.1 | — | — | — | — | — | 20.7 | 28.3 | 30.9 | 28.1 | — | — | — | — | — | — | — | — | — | — | — | |
| DisAlignFramework=Mask-RCNN R50-FPN2022.07 | 27.9 | — | — | — | — | — | 16.2 | 29.3 | 30.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SeesawBackbone=R-50-FPN2022.01 | 27.8 | 42.6 | 29.6 | — | — | — | 19.9 | 28.9 | 29.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| EQL v2framework=Mask-R50, sampler=random2020.12 | 27.1 | — | — | — | — | — | 18.6 | 27.6 | 29.9 | 27 | — | — | — | — | — | — | — | — | — | — | — | |
| EQLv2Framework=Mask-RCNN R50-FPN2022.07 | 27.1 | — | — | — | — | — | 18.6 | 27.6 | 29.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| EQL v2Framework=Mask R-CNN, Backbone=R-50-FPN2021.08 | 27.1 | — | — | — | — | — | 18.6 | 27.6 | 29.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Mask R-CNNBackbone=X101-32x8d2021.03 | 27 | 41.4 | 28.7 | 19 | 35.1 | 43.7 | 15.4 | 27.3 | 31.3 | 21.4 | 37.6 | 21.2 | 19 | 32 | 21.7 | 11.2 | 21.6 | 25.1 | — | — | — | |
| BALMSFramework=Mask-RCNN R50-FPN2022.07 | 27 | — | — | — | — | — | 19.6 | 28.9 | 27.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| BALMSFramework=Mask R-CNN, Backbone=R-50-FPN2021.08 | 27 | — | — | — | — | — | 19.6 | 28.9 | 27.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| EQL v2Backbone=R-50-FPN2022.01 | 26.9 | 41.5 | 28.9 | — | — | — | 17.8 | 27.2 | 29.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DropLossFramework=Mask-RCNN R50-FPN2022.07 | 26.4 | — | — | — | — | — | 17.3 | 28.7 | 27.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| BAGSframework=Mask-R50, sampler=random/random2020.12 | 26.3 | — | — | — | — | — | 18 | 26.9 | 28.7 | 25.8 | — | — | — | — | — | — | — | — | — | — | — | |
| BAGSBackbone=R-50-FPN2022.01 | 26.3 | — | — | — | — | — | 18 | 26.9 | 28.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| BAGSFramework=Mask R-CNN, Backbone=R-50-FPN2021.08 | 26.3 | — | — | — | — | — | 18 | 26.9 | 28.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| BAGSFramework=Mask-RCNN R50-FPN2022.07 | 26.2 | — | — | — | — | — | 18 | 26.9 | 28.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| RFSFramework=Mask R-CNN, Backbone=R-50-FPN2021.08 | 25.9 | — | — | — | — | — | 17.8 | 26.2 | 28.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Mask R-CNNBackbone=R1012021.03 | 25.8 | 39.7 | 27.3 | 17.6 | 33 | 43.7 | 15.5 | 26 | 29.6 | 20.1 | 35.2 | 19.8 | 17.6 | 29.9 | 20.8 | 11.8 | 20.1 | 23.5 | — | — | — | |
| Forest R-CNNframework=Mask-R50, sampler=nms-resample2020.12 | 25.6 | — | — | — | — | — | 18.3 | 26.4 | 27.6 | 25.9 | — | — | — | — | — | — | — | — | — | — | — | |
| Forest-RCNNFramework=Mask-RCNN R50-FPN2022.07 | 25.6 | — | — | — | — | — | 18.3 | 26.4 | 27.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Forest R-CNNFramework=Mask R-CNN, Backbone=R-50-FPN2021.08 | 25.6 | — | — | — | — | — | 18.3 | 26.4 | 27.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| RFSFramework=Mask-RCNN R50-FPN2022.07 | 25.4 | — | — | — | — | — | 16.3 | 25.7 | 28.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| EQLFramework=Mask R-CNN, Backbone=R-50-FPN2021.08 | 25.2 | — | — | — | — | — | 14.6 | 24.4 | 26.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Mask R-CNNBackbone=R502021.03 | 24.4 | 37.7 | 26 | 16.7 | 31.2 | 41.2 | 16 | 24 | 28.3 | 18.8 | 33.9 | 18 | 16.7 | 28 | 19.3 | 11.9 | 18.2 | 22.3 | — | — | — | |
| RFSframework=Mask-R50, sampler=repeat2020.12 | 24.4 | — | — | — | — | — | 14.5 | 24.3 | 28.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SimCalframework=Mask-R50, sampler=random/balance2020.12 | 23.4 | — | — | — | — | — | 16.4 | 22.5 | 27.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| LSTframework=Mask-R502020.12 | 23 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EQLframework=Mask-R50, sampler=random2020.12 | 22.8 | — | — | — | — | — | 11.3 | 24.7 | 25.1 | 23.3 | — | — | — | — | — | — | — | — | — | — | — | |
| IN-supPretrain Images=1.28M, Backbone=ResNet-50-FPN2020.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 24.5 | 38 | 26.1 | |
| IN-sup-10%Pretrain Images=128K, Backbone=ResNet-50-FPN2020.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 20.5 | 32.8 | 21.7 | |
| IN-sup-50%Pretrain Images=640K, Backbone=ResNet-50-FPN2020.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 23.7 | 36.7 | 25.1 | |
| MoCo-COCOPretrain Images=118K, Backbone=ResNet-50-FPN2020.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 23.1 | 35.3 | 24.9 | |
| MoCo-INPretrain Images=1.28M, Backbone=ResNet-50-FPN2020.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 24.1 | 37.4 | 25.5 | |
| Random InitPretrain Images=None, Backbone=ResNet-50-FPN2020.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 22.5 | 34.8 | 23.8 | |
| VirTexPretrain Images=118K, Backbone=ResNet-50-FPN2020.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 25.4 | 39 | 26.9 |