Object Detection on VOC 07+12 2007 (test)
58.1APMoCo-v2 + BG_RM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MoCo-v2 + BG_RMaugmentation=BG_RM2021.03 | 58.1 | 82.9 | 65.2 | |
| MoCo-v2status=reproduction, augmentation=none2021.03 | 57.9 | 82.7 | 64.5 | |
| BYOL + BG_Randomaugmentation=BG_Random2021.03 | 57.6 | 83.1 | 64.7 | |
| MoCo-v2 + BG_Swapsaugmentation=BG_Swaps2021.03 | 57.5 | 82.7 | 63.9 | |
| MoCo v2 (repro.+)Pre-train=200-epoch ImageNet, Backbone=ResNet-50 (C4), Evaluation protocol=fine-tuning, Average over 5 trials=true2020.11 | 57 | 82.3 | 63.3 | |
| SimSiam, optimalPre-train=200-epoch ImageNet, Backbone=ResNet-50 (C4), Evaluation protocol=fine-tuning, Average over 5 trials=true2020.11 | 57 | 82.4 | 63.7 | |
| BYOL + BG_RMaugmentation=BG_RM2021.03 | 57 | 83 | 64 | |
| BYOLstatus=reproduction, augmentation=none2021.03 | 56.7 | 82.7 | 63 | |
| SimSiam, basePre-train=200-epoch ImageNet, Backbone=ResNet-50 (C4), Evaluation protocol=fine-tuning, Average over 5 trials=true2020.11 | 56.4 | 82 | 62.8 | |
| SwAV + BG_RMaugmentation=BG_RM2021.03 | 55.9 | 82.4 | 62.2 | |
| SwAV + BG_Randomaugmentation=BG_Random2021.03 | 55.9 | 82.4 | 62.4 | |
| SwAVstatus=reproduction, augmentation=none2021.03 | 55.6 | 82.3 | 61.9 | |
| SimCLR (repro.+)Pre-train=200-epoch ImageNet, Backbone=ResNet-50 (C4), Evaluation protocol=fine-tuning, Average over 5 trials=true2020.11 | 55.5 | 81.8 | 61.4 | |
| SwAV (repro.+)Pre-train=200-epoch ImageNet, Backbone=ResNet-50 (C4), Evaluation protocol=fine-tuning, Average over 5 trials=true2020.11 | 55.4 | 81.5 | 61.4 | |
| BYOL (repro.)Pre-train=200-epoch ImageNet, Backbone=ResNet-50 (C4), Evaluation protocol=fine-tuning, Average over 5 trials=true2020.11 | 55.3 | 81.4 | 61.1 | |
| ImageNet supervisedPre-train=Supervised, Backbone=ResNet-50 (C4), Evaluation protocol=fine-tuning, Average over 5 trials=true2020.11 | 53.5 | 81.3 | 58.8 | |
| Omni-DETR2022.03 | 53.4 | — | — | |
| Humble Teacher2022.03 | 53 | — | — | |
| Unbiased Teacher2022.03 | 48.7 | — | — | |
| Deformable DETRImplementation=Re-implementation2022.03 | 46.2 | — | — | |
| STAC2022.03 | 44.6 | — | — | |
| Faster R-CNNImplementation=Re-implementation2022.03 | 42.6 | — | — | |
| Faster R-CNN2022.03 | 42.1 | — | — | |
| scratchPre-train=none, Backbone=ResNet-50 (C4), Evaluation protocol=fine-tuning, Average over 5 trials=true2020.11 | 33.8 | 60.2 | 33.1 |