Object Detection on FSOD
75.5mAP50RSOD
Evaluation results
| Method | Links | |
|---|---|---|
| RSODLabeled data setting=20%, Supervised status=Semi-supervised2026.01 | 75.5 | |
| PsecoLabeled data setting=20%, Supervised status=Semi-supervised2026.01 | 74.6 | |
| MixPLLabeled data setting=20%, Supervised status=Semi-supervised2026.01 | 74.5 | |
| VCLabeled data setting=20%, Supervised status=Semi-supervised2026.01 | 74 | |
| Unbiased Teacher V2Labeled data setting=20%, Supervised status=Semi-supervised2026.01 | 72.8 | |
| RSODLabeled data setting=10%, Supervised status=Semi-supervised2026.01 | 72.6 | |
| Soft TeacherLabeled data setting=20%, Supervised status=Semi-supervised2026.01 | 72.2 | |
| PsecoLabeled data setting=10%, Supervised status=Semi-supervised2026.01 | 70.5 | |
| MixPLLabeled data setting=10%, Supervised status=Semi-supervised2026.01 | 70.2 | |
| Unbiased Teacher V2Labeled data setting=10%, Supervised status=Semi-supervised2026.01 | 70.1 | |
| VCLabeled data setting=10%, Supervised status=Semi-supervised2026.01 | 69.6 | |
| RSODLabeled data setting=5%, Supervised status=Semi-supervised2026.01 | 67.4 | |
| VCLabeled data setting=5%, Supervised status=Semi-supervised2026.01 | 65.9 | |
| Soft TeacherLabeled data setting=10%, Supervised status=Semi-supervised2026.01 | 65.7 | |
| PsecoLabeled data setting=5%, Supervised status=Semi-supervised2026.01 | 65.7 | |
| Unbiased Teacher V2Labeled data setting=5%, Supervised status=Semi-supervised2026.01 | 65 | |
| MixPLLabeled data setting=5%, Supervised status=Semi-supervised2026.01 | 64.3 | |
| Faster R-CNNLabeled data setting=20%, Supervised status=Supervised2026.01 | 59.6 | |
| Soft TeacherLabeled data setting=5%, Supervised status=Semi-supervised2026.01 | 56.4 | |
| SHiNeBackbone=ResNet-50, Baseline detector=VLDet, Hierarchy type=GT-H, Granularity level=L32024.05 | 53.8 | |
| SHiNeBackbone=ResNet-50, Baseline detector=VLDet, Hierarchy type=LLM-H, Granularity level=L32024.05 | 53.6 | |
| SHiNeBackbone=ResNet-50, Baseline detector=CORA, Hierarchy type=GT-H, Granularity level=L32024.05 | 51.4 | |
| SHiNeBackbone=ResNet-50, Baseline detector=CORA, Hierarchy type=LLM-H, Granularity level=L32024.05 | 51.1 | |
| Faster R-CNNLabeled data setting=10%, Supervised status=Supervised2026.01 | 50.6 | |
| CORABackbone=ResNet-50, Supervisory signals=box-annotated COCO base split, Granularity level=L32024.05 | 49.3 | |
| VLDetBackbone=ResNet-50, Supervisory signals=box-annotated LVIS + image-caption-annotated CC3M, Granularity level=L32024.05 | 48.8 | |
| Faster R-CNNLabeled data setting=5%, Supervised status=Supervised2026.01 | 44.9 | |
| SHiNeBackbone=ResNet-50, Baseline detector=VLDet, Hierarchy type=GT-H, Granularity level=L22024.05 | 39.3 | |
| SHiNeBackbone=ResNet-50, Baseline detector=CORA, Hierarchy type=GT-H, Granularity level=L22024.05 | 33.6 | |
| SHiNeBackbone=ResNet-50, Baseline detector=VLDet, Hierarchy type=GT-H, Granularity level=L12024.05 | 31 | |
| SHiNeBackbone=ResNet-50, Baseline detector=VLDet, Hierarchy type=LLM-H, Granularity level=L22024.05 | 29.8 | |
| SHiNeBackbone=ResNet-50, Baseline detector=CORA, Hierarchy type=GT-H, Granularity level=L12024.05 | 26.2 | |
| SHiNeBackbone=ResNet-50, Baseline detector=CORA, Hierarchy type=LLM-H, Granularity level=L22024.05 | 23.5 | |
| VLDetBackbone=ResNet-50, Supervisory signals=box-annotated LVIS + image-caption-annotated CC3M, Granularity level=L22024.05 | 23.5 | |
| CORABackbone=ResNet-50, Supervisory signals=box-annotated COCO base split, Granularity level=L22024.05 | 21.9 | |
| SHiNeBackbone=ResNet-50, Baseline detector=VLDet, Hierarchy type=LLM-H, Granularity level=L12024.05 | 17.3 | |
| SHiNeBackbone=ResNet-50, Baseline detector=CORA, Hierarchy type=LLM-H, Granularity level=L12024.05 | 14.1 | |
| VLDetBackbone=ResNet-50, Supervisory signals=box-annotated LVIS + image-caption-annotated CC3M, Granularity level=L12024.05 | 12.8 | |
| CORABackbone=ResNet-50, Supervisory signals=box-annotated COCO base split, Granularity level=L12024.05 | 11.6 |