Object Detection on iNatLoc (test)
86.4mAP@50SHiNe
Evaluation results
| Method | Links | |
|---|---|---|
| SHiNeBackbone=Swin-B, Supervisory Signal=IV - LVIS & COCO + IN-21k, Granularity Level=L6, Hierarchy Source=GT-H2024.05 | 86.4 | |
| SHiNeBackbone=Swin-B, Supervisory Signal=III - LVIS + IN-21k, Granularity Level=L6, Hierarchy Source=GT-H2024.05 | 86.3 | |
| SHiNeBackbone=Swin-B, Supervisory Signal=III - LVIS + IN-21k, Granularity Level=L6, Hierarchy Source=LLM-H2024.05 | 84.5 | |
| SHiNeBackbone=Swin-B, Supervisory Signal=IV - LVIS & COCO + IN-21k, Granularity Level=L6, Hierarchy Source=LLM-H2024.05 | 82.7 | |
| Baseline (BL)Backbone=Swin-B, Supervisory Signal=III - LVIS + IN-21k, Granularity Level=L1†2024.05 | 65.4 | |
| SHiNeBackbone=Swin-B, Supervisory Signal=IV - LVIS & COCO + IN-21k, Granularity Level=L1†, Hierarchy Source=LLM-H2024.05 | 62.1 | |
| Baseline (BL)Backbone=Swin-B, Supervisory Signal=IV - LVIS & COCO + IN-21k, Granularity Level=L62024.05 | 60.2 | |
| Baseline (BL)Backbone=Swin-B, Supervisory Signal=III - LVIS + IN-21k, Granularity Level=L62024.05 | 58.6 | |
| SHiNeBackbone=ResNet-50, Supervisory Signal=II - LVIS + IN-L, Granularity Level=L6, Hierarchy Source=LLM-H2024.05 | 58.3 | |
| SHiNeBackbone=ResNet-50, Supervisory Signal=II - LVIS + IN-L, Granularity Level=L6, Hierarchy Source=GT-H2024.05 | 57.1 | |
| SHiNeBackbone=ResNet-50, Supervisory Signal=I - LVIS, Granularity Level=L6, Hierarchy Source=LLM-H2024.05 | 52.8 | |
| SHiNeBackbone=ResNet-50, Supervisory Signal=I - LVIS, Granularity Level=L5, Hierarchy Source=GT-H2024.05 | 49.4 | |
| SHiNeBackbone=ResNet-50, Supervisory Signal=I - LVIS, Granularity Level=L6, Hierarchy Source=GT-H2024.05 | 48.4 | |
| Baseline (BL)Backbone=ResNet-50, Supervisory Signal=II - LVIS + IN-L, Granularity Level=L62024.05 | 35.2 | |
| SHiNeBackbone=ResNet-50, Supervisory Signal=I - LVIS, Granularity Level=L1†, Hierarchy Source=GT-H2024.05 | 33.6 | |
| Baseline (BL)Backbone=ResNet-50, Supervisory Signal=I - LVIS, Granularity Level=L62024.05 | 32 |