Object Detection on iNatLoc
64.8mAP50SHiNe
Evaluation Results
| Method | Links | |
|---|---|---|
| SHiNeBackbone=ResNet-50, Baseline detector=VLDet, Hierarchy type=LLM-H, Granularity level=L62024.05 | 64.8 | |
| SHiNeBackbone=ResNet-50, Baseline detector=VLDet, Hierarchy type=GT-H, Granularity level=L32024.05 | 63.5 | |
| SHiNeBackbone=ResNet-50, Baseline detector=VLDet, Hierarchy type=GT-H, Granularity level=L62024.05 | 62.4 | |
| SHiNeBackbone=ResNet-50, Baseline detector=VLDet, Hierarchy type=GT-H, Granularity level=L52024.05 | 60.6 | |
| SHiNeBackbone=ResNet-50, Baseline detector=VLDet, Hierarchy type=GT-H, Granularity level=L42024.05 | 58.7 | |
| SHiNeBackbone=ResNet-50, Baseline detector=VLDet, Hierarchy type=LLM-H, Granularity level=L32024.05 | 58.7 | |
| SHiNeBackbone=ResNet-50, Baseline detector=CORA, Hierarchy type=LLM-H, Granularity level=L62024.05 | 54.8 | |
| SHiNeBackbone=ResNet-50, Baseline detector=VLDet, Hierarchy type=GT-H, Granularity level=L22024.05 | 54.4 | |
| SHiNeBackbone=ResNet-50, Baseline detector=CORA, Hierarchy type=GT-H, Granularity level=L62024.05 | 54.2 | |
| SHiNeBackbone=ResNet-50, Baseline detector=VLDet, Hierarchy type=LLM-H, Granularity level=L42024.05 | 53.6 | |
| SHiNeBackbone=ResNet-50, Baseline detector=VLDet, Hierarchy type=LLM-H, Granularity level=L52024.05 | 52.6 | |
| SHiNeBackbone=ResNet-50, Baseline detector=CORA, Hierarchy type=GT-H, Granularity level=L52024.05 | 51.9 | |
| SHiNeBackbone=ResNet-50, Baseline detector=CORA, Hierarchy type=GT-H, Granularity level=L42024.05 | 50.7 | |
| SHiNeBackbone=ResNet-50, Baseline detector=CORA, Hierarchy type=GT-H, Granularity level=L32024.05 | 50.5 | |
| VLDetBackbone=ResNet-50, Supervisory signals=box-annotated LVIS + image-caption-annotated CC3M, Granularity level=L62024.05 | 48.9 | |
| SHiNeBackbone=ResNet-50, Baseline detector=VLDet, Hierarchy type=LLM-H, Granularity level=L22024.05 | 46.9 | |
| VLDetBackbone=ResNet-50, Supervisory signals=box-annotated LVIS + image-caption-annotated CC3M, Granularity level=L52024.05 | 44.3 | |
| VLDetBackbone=ResNet-50, Supervisory signals=box-annotated LVIS + image-caption-annotated CC3M, Granularity level=L32024.05 | 43.8 | |
| SHiNeBackbone=ResNet-50, Baseline detector=CORA, Hierarchy type=LLM-H, Granularity level=L32024.05 | 43.4 | |
| SHiNeBackbone=ResNet-50, Baseline detector=VLDet, Hierarchy type=GT-H, Granularity level=L12024.05 | 43.2 | |
| VLDetBackbone=ResNet-50, Supervisory signals=box-annotated LVIS + image-caption-annotated CC3M, Granularity level=L42024.05 | 42.9 | |
| SHiNeBackbone=ResNet-50, Baseline detector=VLDet, Hierarchy type=LLM-H, Granularity level=L12024.05 | 38.6 | |
| VLDetBackbone=ResNet-50, Supervisory signals=box-annotated LVIS + image-caption-annotated CC3M, Granularity level=L12024.05 | 37 | |
| SHiNeBackbone=ResNet-50, Baseline detector=CORA, Hierarchy type=LLM-H, Granularity level=L42024.05 | 36.2 | |
| SHiNeBackbone=ResNet-50, Baseline detector=CORA, Hierarchy type=LLM-H, Granularity level=L52024.05 | 35.7 | |
| VLDetBackbone=ResNet-50, Supervisory signals=box-annotated LVIS + image-caption-annotated CC3M, Granularity level=L22024.05 | 34.3 | |
| SHiNeBackbone=ResNet-50, Baseline detector=CORA, Hierarchy type=GT-H, Granularity level=L22024.05 | 33.2 | |
| CORABackbone=ResNet-50, Supervisory signals=box-annotated COCO base split, Granularity level=L62024.05 | 31.2 | |
| CORABackbone=ResNet-50, Supervisory signals=box-annotated COCO base split, Granularity level=L32024.05 | 26 | |
| SHiNeBackbone=ResNet-50, Baseline detector=CORA, Hierarchy type=LLM-H, Granularity level=L22024.05 | 24.8 | |
| CORABackbone=ResNet-50, Supervisory signals=box-annotated COCO base split, Granularity level=L52024.05 | 22.6 | |
| CORABackbone=ResNet-50, Supervisory signals=box-annotated COCO base split, Granularity level=L42024.05 | 21.7 | |
| CORABackbone=ResNet-50, Supervisory signals=box-annotated COCO base split, Granularity level=L22024.05 | 20 | |
| CORABackbone=ResNet-50, Supervisory signals=box-annotated COCO base split, Granularity level=L12024.05 | 18.3 | |
| SHiNeBackbone=ResNet-50, Baseline detector=CORA, Hierarchy type=GT-H, Granularity level=L12024.05 | 16.2 | |
| SHiNeBackbone=ResNet-50, Baseline detector=CORA, Hierarchy type=LLM-H, Granularity level=L12024.05 | 13 |