Object Detection on Objects365 (AP)
48.58APHuman Annotator
Evaluation Results
| Method | Links | |
|---|---|---|
| Human Annotator2026.02 | 48.58 | |
| TagLLMBase Model=Qwen3-VL-30B-A3B-Instruct, GPU Time=2422026.02 | 47.13 | |
| TagLLMBase Model=Qwen3-VL-8B-Instruct, GPU Time=662026.02 | 46.5 | |
| BPBase Model=Qwen3-VL-30B-A3B-Instruct, GPU Time=27802026.02 | 44.88 | |
| MOPBase Model=Qwen3-VL-30B-A3B-Instruct, GPU Time=922026.02 | 43.5 | |
| BPBase Model=Qwen3-VL-8B-Instruct, GPU Time=6502026.02 | 43.45 | |
| MOPBase Model=Qwen3-VL-8B-Instruct, GPU Time=302026.02 | 43.25 | |
| RAM++GPU Time=< 12026.02 | 39.43 | |
| TagCLIPGPU Time=92026.02 | 33.34 | |
| GiT-HBackbone=Huge, Training=Universal2024.03 | 31.9 | |
| CLIPGPU Time=< 12026.02 | 27.75 | |
| GiT-LBackbone=Large, Training=Universal2024.03 | 25.5 | |
| NXTPGPU Time=42026.02 | 23.81 | |
| CaSEDGPU Time=32026.02 | 22.08 | |
| GiT-BBackbone=Base, Training=Universal2024.03 | 17.7 |