Object Detection on VOC 07+12
84.2AP@50TWIST
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TWISTArchitecture=FPN2021.10 | 84.2 | 58.1 | 65.4 | |
| TWISTBackbone=ResNet-502021.10 | 84.2 | 58.1 | 65.4 | |
| SimCLRArchitecture=FPN2021.10 | 83.8 | 58.2 | 65.1 | |
| SimCLRBackbone=ResNet-50, Status=Downloaded pre-trained model2021.10 | 83.8 | 58.2 | 65.1 | |
| DC-v2Architecture=FPN2021.10 | 83.7 | 57 | 64.1 | |
| DeepCluster-v2Backbone=ResNet-50, Status=Downloaded pre-trained model2021.10 | 83.7 | 57 | 64.1 | |
| SwAVArchitecture=FPN2021.10 | 83.5 | 57.2 | 64.5 | |
| DINOArchitecture=FPN2021.10 | 83.5 | 57.2 | 63.7 | |
| SWAVBackbone=ResNet-502021.10 | 83.5 | 57.2 | 64.5 | |
| DINOBackbone=ResNet-50, Status=Downloaded pre-trained model2021.10 | 83.5 | 57.2 | 63.7 | |
| OBOWEvaluation=Fine-tuning, Framework=Faster R-CNN, Backbone=ResNet-50 (C4)2021.05 | 82.9 | — | — | |
| SwAVArchitecture=C42021.10 | 82.6 | 56.1 | 62.7 | |
| Barlow TwinsArchitecture=C42021.10 | 82.6 | 56.8 | 63.4 | |
| SwAV (m-c)Evaluation=Fine-tuning, Framework=Faster R-CNN, Backbone=ResNet-50 (C4)2021.05 | 82.6 | — | — | |
| Barlow TwinsEvaluation=Fine-tuning, Framework=Faster R-CNN, Backbone=ResNet-50 (C4)2021.05 | 82.6 | — | — | |
| Moco-v2Architecture=C42021.10 | 82.5 | 57.4 | 64 | |
| MoCo v2Evaluation=Fine-tuning, Framework=Faster R-CNN, Backbone=ResNet-50 (C4)2021.05 | 82.5 | — | — | |
| SimCLRArchitecture=C42021.10 | 82.4 | 57 | 63.5 | |
| SimSiamArchitecture=C42021.10 | 82.4 | 57 | 63.7 | |
| SimSiamEvaluation=Fine-tuning, Framework=Faster R-CNN, Backbone=ResNet-50 (C4)2021.05 | 82.4 | — | — | |
| VICRegEvaluation=Fine-tuning, Framework=Faster R-CNN, Backbone=ResNet-50 (C4)2021.05 | 82.4 | — | — | |
| TWISTArchitecture=C42021.10 | 82.2 | 55.3 | 61.2 | |
| DenseCLArchitecture=FPN2021.10 | 82 | 56.9 | 63 | |
| DenseCLBackbone=ResNet-502021.10 | 82 | 56.9 | 63 | |
| DINOArchitecture=C42021.10 | 81.8 | 55.2 | 61.3 | |
| DC-v2Architecture=C42021.10 | 81.6 | 54.2 | 59.9 | |
| Moco-v2Architecture=FPN2021.10 | 81.6 | 56.4 | 62.4 | |
| Moco-v2Backbone=ResNet-502021.10 | 81.6 | 56.4 | 62.4 | |
| SupArchitecture=C42021.10 | 81.3 | 53.5 | 58.8 | |
| SupervisedEvaluation=Fine-tuning, Framework=Faster R-CNN, Backbone=ResNet-50 (C4)2021.05 | 81.3 | — | — | |
| DivProtoDetector=Improved SSD [6], Annotation Budget=2k2022.04 | — | 63.35 | — | |
| DivProtoDetector=Improved SSD [6], Annotation Budget=3k2022.04 | — | 67.56 | — | |
| DivProtoDetector=Improved SSD [6], Annotation Budget=4k2022.04 | — | 70.33 | — | |
| MDNDetector=Improved SSD [6], Annotation Budget=2k2022.04 | — | 61.3 | — | |
| MDNDetector=Improved SSD [6], Annotation Budget=3k2022.04 | — | 66.57 | — | |
| MDNDetector=Improved SSD [6], Annotation Budget=4k2022.04 | — | 68.49 | — |