Image Classification on VOC 07
89.3mAPOBOW
Evaluation results
| Method | Links | |
|---|---|---|
| OBOWEvaluation=Linear Classification, Feature=Frozen, Backbone=ResNet-502021.05 | 89.3 | |
| SwAVTraining=Linear classification, Features=Frozen, Backbone=ResNet-502020.06 | 88.9 | |
| SwAV (m-c)Evaluation=Linear Classification, Feature=Frozen, Backbone=ResNet-502021.05 | 88.9 | |
| SupervisedTraining=Linear classification, Features=Frozen, Backbone=ResNet-502020.06 | 87.5 | |
| SupervisedEvaluation=Linear Classification, Feature=Frozen, Backbone=ResNet-502021.05 | 87.5 | |
| SupervisedEvaluation Protocol=Linear evaluation2021.06 | 87.5 | |
| BYOLEvaluation=Linear Classification, Feature=Frozen, Backbone=ResNet-502021.05 | 86.6 | |
| VICRegEvaluation=Linear Classification, Feature=Frozen, Backbone=ResNet-502021.05 | 86.6 | |
| MoCo v2Evaluation=Linear Classification, Feature=Frozen, Backbone=ResNet-502021.05 | 86.4 | |
| Barlow TwinsEvaluation=Linear Classification, Feature=Frozen, Backbone=ResNet-502021.05 | 86.2 | |
| SimCLREvaluation=Linear Classification, Feature=Frozen, Backbone=ResNet-502021.05 | 85.5 | |
| SmartCLIPBackbone=ViT-L/14, Zero-shot=true2025.07 | 83.7 | |
| LongCLIPBackbone=ViT-L/14, Zero-shot=true2025.07 | 82.1 | |
| PIRLEvaluation=Linear Classification, Feature=Frozen, Backbone=ResNet-502021.05 | 81.1 | |
| MoCoEvaluation=Linear Classification, Feature=Frozen, Backbone=ResNet-502021.05 | 79.8 | |
| CLIPBackbone=ViT-L/14, Zero-shot=true2025.07 | 79 | |
| Communication Game +augmentations +sharedEvaluation Protocol=Linear evaluation, Data Augmentations=True, Weight Sharing=True2021.06 | 78.8 | |
| SimCLREvaluation Protocol=Linear evaluation2021.06 | 78.7 | |
| Communication Game +augmentations -sharedEvaluation Protocol=Linear evaluation, Data Augmentations=True, Weight Sharing=False2021.06 | 77 | |
| SRFS2026.03 | 59.8 | |
| MSFS2026.03 | 59.3 | |
| SEHFS2026.03 | 59.2 | |
| GRAFS2026.03 | 58.6 | |
| DHLI2026.03 | 58.5 | |
| SPLDG2026.03 | 58.3 | |
| MSSL2026.03 | 57.7 | |
| MIFS2026.03 | 57.6 |