| Task | Benchmark | Atlas Small-S/8 0.1B | Atlas 2 Large-L/14 1.1B | Atlas 3 Huge-H/16 7B | Orbit Large-L/16 1.8B | Vertex Large-L/14 1.9B |
|---|---|---|---|---|---|---|
Segmentation | SegSet-20 | 30.4 | 48.1 | 56.7 | 41.2 | 37.5 |
Depth estimation | DepthIndoor↓ | 0.551 | 0.380 | 0.312 | 0.489 | 0.447 |
Video tracking | VidTrack | 67.2 | 75.9 | 82.6 | 61.4 | 50.3 |
Instance retrieval | RetrievalX | 16.8 | 43.9 | 54.7 | 14.5 | 11.2 |
Image classification | ImageCls-1k | 85.1 | 89.4 | 90.2 | 90.6 | 90.1 |
Image classification | Robust-Cls | 40.3 | 65.8 | 78.4 | 77.9 | 79.6 |
Fine-grained classification | FineGrain-21 | 67.5 | 85.2 | 89.1 | 83.0 | 86.4 |
| Task | Benchmark | Atlas Small-S/8 0.1B | Atlas 2 Large-L/14 1.1B | Atlas 3 Huge-H/16 7B | Orbit Large-L/16 1.8B | Vertex Large-L/14 1.9B |
|---|---|---|---|---|---|---|
Segmentation | SegSet-20 | 30.4 | 48.1 | 56.7 | 41.2 | 37.5 |
Depth estimation | DepthIndoor↓ | 0.551 | 0.380 | 0.312 | 0.489 | 0.447 |
Video tracking | VidTrack | 67.2 | 75.9 | 82.6 | 61.4 | 50.3 |
Instance retrieval | RetrievalX | 16.8 | 43.9 | 54.7 | 14.5 | 11.2 |
Image classification | ImageCls-1k | 85.1 | 89.4 | 90.2 | 90.6 | 90.1 |
Image classification | Robust-Cls | 40.3 | 65.8 | 78.4 | 77.9 | 79.6 |
Fine-grained classification | FineGrain-21 | 67.5 | 85.2 | 89.1 | 83.0 | 86.4 |
| Task | Benchmark | Atlas Small-S/8 0.1B | Atlas 2 Large-L/14 1.1B | Atlas 3 Huge-H/16 7B | Orbit Large-L/16 1.8B | Vertex Large-L/14 1.9B |
|---|---|---|---|---|---|---|
Segmentation | SegSet-20 | 30.4 | 48.1 | 56.7 | 41.2 | 37.5 |
Depth estimation | DepthIndoor↓ | 0.551 | 0.380 | 0.312 | 0.489 | 0.447 |
Video tracking | VidTrack | 67.2 | 75.9 | 82.6 | 61.4 | 50.3 |
Instance retrieval | RetrievalX | 16.8 | 43.9 | 54.7 | 14.5 | 11.2 |
Image classification | ImageCls-1k | 85.1 | 89.4 | 90.2 | 90.6 | 90.1 |
Image classification | Robust-Cls | 40.3 | 65.8 | 78.4 | 77.9 | 79.6 |
Fine-grained classification | FineGrain-21 | 67.5 | 85.2 | 89.1 | 83.0 | 86.4 |
| Task | Benchmark | Atlas Small-S/8 0.1B | Atlas 2 Large-L/14 1.1B | Atlas 3 Huge-H/16 7B | Orbit Large-L/16 1.8B | Vertex Large-L/14 1.9B |
|---|---|---|---|---|---|---|
Segmentation | SegSet-20 | 30.4 | 48.1 | 56.7 | 41.2 | 37.5 |
Depth estimation | DepthIndoor↓ | 0.551 | 0.380 | 0.312 | 0.489 | 0.447 |
Video tracking | VidTrack | 67.2 | 75.9 | 82.6 | 61.4 | 50.3 |
Instance retrieval | RetrievalX | 16.8 | 43.9 | 54.7 | 14.5 | 11.2 |
Image classification | ImageCls-1k | 85.1 | 89.4 | 90.2 | 90.6 | 90.1 |
Image classification | Robust-Cls | 40.3 | 65.8 | 78.4 | 77.9 | 79.6 |
Fine-grained classification | FineGrain-21 | 67.5 | 85.2 | 89.1 | 83.0 | 86.4 |