Object Detection on COCO 2017 (train val)
40.1AP (IoU 0.5:0.95)SMoG
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SMoGModel=Mask R-CNN, Backbone=ResNet-50-FPN, Evaluation Protocol=fine-tuning2022.07 | 40.1 | 61.6 | 43.7 | |
| MoCoV2Model=Mask R-CNN, Backbone=ResNet-50-FPN, Evaluation Protocol=fine-tuning2022.07 | 39.4 | 59.9 | 43 | |
| BYOLModel=Mask R-CNN, Backbone=ResNet-50-FPN, Evaluation Protocol=fine-tuning2022.07 | 39.4 | 59.9 | 43 | |
| Barlow TwinsModel=Mask R-CNN, Backbone=ResNet-50-FPN, Evaluation Protocol=fine-tuning2022.07 | 39.2 | 58.7 | 42.6 | |
| SupervisedModel=Mask R-CNN, Backbone=ResNet-50-FPN, Evaluation Protocol=fine-tuning2022.07 | 38.9 | 59.6 | 42.7 | |
| PIRLModel=Mask R-CNN, Backbone=ResNet-50-FPN, Evaluation Protocol=fine-tuning2022.07 | 38.5 | 57.6 | 41.2 | |
| SwAVModel=Mask R-CNN, Backbone=ResNet-50-FPN, Evaluation Protocol=fine-tuning2022.07 | 38.5 | 60.4 | 41.4 | |
| DC-v2Model=Mask R-CNN, Backbone=ResNet-50-FPN, Evaluation Protocol=fine-tuning2022.07 | 38.3 | 60.3 | 41.3 | |
| InsDisModel=Mask R-CNN, Backbone=ResNet-50-FPN, Evaluation Protocol=fine-tuning2022.07 | 37.4 | 57.6 | 40.6 | |
| Adaptive Class-Rebalancing Self-TrainingLabeled data percentage=10%2021.07 | 34.92 | — | — | |
| Unbiased Teacher v2Labeled data percentage=10%, Backbone=ResNet-50, Detector=FCOS, Batch size (labeled/unlabeled)=8/82022.06 | 32.61 | — | — | |
| Unbiased TeacherLabeled data percentage=10%2021.07 | 31.5 | — | — | |
| Adaptive Class-Rebalancing Self-TrainingLabeled data percentage=5%2021.07 | 31.35 | — | — | |
| Rand InitModel=Mask R-CNN, Backbone=ResNet-50-FPN, Evaluation Protocol=fine-tuning2022.07 | 31 | 49.5 | 33.2 | |
| Instant TeachingLabeled data percentage=10%2021.07 | 30.4 | — | — | |
| Unbiased Teacher v2Labeled data percentage=5%, Backbone=ResNet-50, Detector=FCOS, Batch size (labeled/unlabeled)=8/82022.06 | 30.08 | — | — | |
| Adaptive Class-Rebalancing Self-TrainingLabeled data percentage=2%2021.07 | 28.69 | — | — | |
| STACLabeled data percentage=10%2021.07 | 28.64 | — | — | |
| Unbiased TeacherLabeled data percentage=5%2021.07 | 28.27 | — | — | |
| Unbiased TeacherLabeled data percentage=10%, Backbone=ResNet-50, Detector=FCOS, Batch size (labeled/unlabeled)=8/8, Reimplemented=true2022.06 | 28.18 | — | — | |
| Instant TeachingLabeled data percentage=5%2021.07 | 26.75 | — | — | |
| Adaptive Class-Rebalancing Self-TrainingLabeled data percentage=1%2021.07 | 26.07 | — | — | |
| Unbiased Teacher v2Labeled data percentage=2%, Backbone=ResNet-50, Detector=FCOS, Batch size (labeled/unlabeled)=8/82022.06 | 26.03 | — | — | |
| STACLabeled data percentage=5%2021.07 | 24.38 | — | — | |
| STACLabeled data percentage=10%, Backbone=ResNet-50, Detector=FCOS, Batch size (labeled/unlabeled)=8/8, Reimplemented=true2022.06 | 24.31 | — | — | |
| Unbiased TeacherLabeled data percentage=2%2021.07 | 24.3 | — | — | |
| Unbiased TeacherLabeled data percentage=5%, Backbone=ResNet-50, Detector=FCOS, Batch size (labeled/unlabeled)=8/8, Reimplemented=true2022.06 | 23.99 | — | — | |
| SupervisedLabeled data percentage=10%2021.07 | 23.86 | — | — | |
| Unbiased Teacher v2Labeled data percentage=1%, Backbone=ResNet-50, Detector=FCOS, Batch size (labeled/unlabeled)=8/82022.06 | 22.71 | — | — | |
| CSDLabeled data percentage=10%2021.07 | 22.46 | — | — | |
| Instant TeachingLabeled data percentage=2%2021.07 | 22.45 | — | — | |
| CSDLabeled data percentage=10%, Backbone=ResNet-50, Detector=FCOS, Batch size (labeled/unlabeled)=8/8, Reimplemented=true2022.06 | 22.06 | — | — | |
| SupervisedLabeled data percentage=10%, Backbone=ResNet-50, Detector=FCOS, Batch size (labeled/unlabeled)=8/82022.06 | 20.98 | — | — | |
| Unbiased TeacherLabeled data percentage=1%2021.07 | 20.75 | — | — | |
| STACLabeled data percentage=5%, Backbone=ResNet-50, Detector=FCOS, Batch size (labeled/unlabeled)=8/8, Reimplemented=true2022.06 | 20.36 | — | — | |
| Adaptive Class-Rebalancing Self-TrainingLabeled data percentage=0.5%2021.07 | 19.62 | — | — | |
| Unbiased TeacherLabeled data percentage=2%, Backbone=ResNet-50, Detector=FCOS, Batch size (labeled/unlabeled)=8/8, Reimplemented=true2022.06 | 18.7 | — | — | |
| CSDLabeled data percentage=5%2021.07 | 18.63 | — | — | |
| SupervisedLabeled data percentage=5%2021.07 | 18.47 | — | — | |
| STACLabeled data percentage=2%2021.07 | 18.25 | — | — | |
| CSDLabeled data percentage=5%, Backbone=ResNet-50, Detector=FCOS, Batch size (labeled/unlabeled)=8/8, Reimplemented=true2022.06 | 18.09 | — | — | |
| Instant TeachingLabeled data percentage=1%2021.07 | 18.05 | — | — | |
| SupervisedLabeled data percentage=5%, Backbone=ResNet-50, Detector=FCOS, Batch size (labeled/unlabeled)=8/82022.06 | 17.01 | — | — | |
| Unbiased TeacherLabeled data percentage=0.5%2021.07 | 16.94 | — | — | |
| Unbiased Teacher v2Labeled data percentage=0.5%, Backbone=ResNet-50, Detector=FCOS, Batch size (labeled/unlabeled)=8/82022.06 | 16.25 | — | — | |
| STACLabeled data percentage=2%, Backbone=ResNet-50, Detector=FCOS, Batch size (labeled/unlabeled)=8/8, Reimplemented=true2022.06 | 15.5 | — | — | |
| Unbiased TeacherLabeled data percentage=1%, Backbone=ResNet-50, Detector=FCOS, Batch size (labeled/unlabeled)=8/8, Reimplemented=true2022.06 | 14.61 | — | — | |
| STACLabeled data percentage=1%2021.07 | 13.97 | — | — | |
| CSDLabeled data percentage=2%2021.07 | 13.93 | — | — | |
| SupervisedLabeled data percentage=2%2021.07 | 12.7 | — | — | |
| CSDLabeled data percentage=2%, Backbone=ResNet-50, Detector=FCOS, Batch size (labeled/unlabeled)=8/8, Reimplemented=true2022.06 | 12.53 | — | — | |
| SupervisedLabeled data percentage=2%, Backbone=ResNet-50, Detector=FCOS, Batch size (labeled/unlabeled)=8/82022.06 | 11.97 | — | — | |
| STACLabeled data percentage=1%, Backbone=ResNet-50, Detector=FCOS, Batch size (labeled/unlabeled)=8/8, Reimplemented=true2022.06 | 11.97 | — | — | |
| CSDLabeled data percentage=1%2021.07 | 10.51 | — | — | |
| Unbiased TeacherLabeled data percentage=0.5%, Backbone=ResNet-50, Detector=FCOS, Batch size (labeled/unlabeled)=8/8, Reimplemented=true2022.06 | 10.27 | — | — | |
| STACLabeled data percentage=0.5%2021.07 | 9.78 | — | — | |
| CSDLabeled data percentage=1%, Backbone=ResNet-50, Detector=FCOS, Batch size (labeled/unlabeled)=8/8, Reimplemented=true2022.06 | 9.23 | — | — | |
| SupervisedLabeled data percentage=1%2021.07 | 9.05 | — | — | |
| STACLabeled data percentage=0.5%, Backbone=ResNet-50, Detector=FCOS, Batch size (labeled/unlabeled)=8/8, Reimplemented=true2022.06 | 8.79 | — | — | |
| SupervisedLabeled data percentage=1%, Backbone=ResNet-50, Detector=FCOS, Batch size (labeled/unlabeled)=8/82022.06 | 8.43 | — | — | |
| CSDLabeled data percentage=0.5%2021.07 | 7.41 | — | — | |
| SupervisedLabeled data percentage=0.5%2021.07 | 6.83 | — | — | |
| CSDLabeled data percentage=0.5%, Backbone=ResNet-50, Detector=FCOS, Batch size (labeled/unlabeled)=8/8, Reimplemented=true2022.06 | 5.76 | — | — | |
| SupervisedLabeled data percentage=0.5%, Backbone=ResNet-50, Detector=FCOS, Batch size (labeled/unlabeled)=8/82022.06 | 5.42 | — | — |