LVIS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Object Detection | LVIS v1.0 (val) | APbbox63.2 | 529 | |
| Instance Segmentation | LVIS v1.0 (val) | AP (Rare)48.3 | 189 | |
| Object Detection | LVIS (minival) | AP71.9 | 141 | |
| Object Detection | LVIS (val) | mAP67.9 | 141 | |
| Object Detection | LVIS mini (val) | mAP68.1 | 94 | |
| Instance Segmentation | LVIS | mAP (Mask)53 | 81 | |
| Object Detection | LVIS v0.5 (val) | APr23.7 | 61 | |
| Object Detection | LVIS | APr57.3 | 59 | |
| Instance Segmentation | LVIS 0.5 (val) | APr22.1 | 58 | |
| Open-vocabulary Object Detection | LVIS v1 (val) | AP_r^b47.2 | 54 | |
| Open-vocabulary Object Detection | OV-LVIS v1.0 (test) | APr39.5 | 50 | |
| Instance Segmentation | LVIS (val) | APr34.4 | 46 | |
| Semantic Segmentation | LVIS 92^i | mIoU47.2 | 38 | |
| Instance Segmentation | LVIS v0.5 (val) | Mask AP32 | 36 | |
| Object Detection | LVIS 1.0 (minival) | AP60.1 | 35 | |
| Instance Segmentation | LVIS v1 (val) | AP (m, r)35.5 | 34 | |
| Instance Segmentation | LVIS 1.0 (val) | AP (Mask)45.9 | 33 | |
| Object Detection | LVIS Mini v1.0 (val) | AP43.4 | 31 | |
| Referring Object Classification | LVIS In-Domain | Accuracy73.39 | 26 | |
| Instance Segmentation | OV-LVIS | AP (Rare)24.8 | 23 | |
| Referring Object Classification | LVIS (test) | Accuracy73.39 | 22 | |
| Object Detection | OV-LVIS | AP (Rare)26.4 | 21 | |
| Bounding-box classification | LVIS | Top-1 Accuracy38.3 | 19 | |
| Instance Segmentation | OV-LVIS v1.0 (val) | mAP (Rare, Mask)32.3 | 19 | |
| Referring Expression Grounding | LVIS-Ref | Accuracy (Box)87.7 | 18 |
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