Object Detection on D3
42Full ScoreWeDetect-Ref-4B
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| WeDetect-Ref-4Bparameters=4B2026.02 | 42 | 44 | 35.8 | |
| WeDetect-Ref 4Bzero-shot=true, Parameters=4B2025.12 | 42 | 44 | 35.8 | |
| WeDetect-Ref-2Bparameters=2B2026.02 | 41.8 | 43.9 | 35.4 | |
| WeDetect-Ref 2Bzero-shot=true, Parameters=2B2025.12 | 41.8 | 43.9 | 35.4 | |
| ObjEmbed-4Bparameters=4B2026.02 | 40.2 | 42.2 | 34.4 | |
| ObjEmbed-2Bparameters=2B2026.02 | 39.4 | 41.1 | 34.2 | |
| FIBER-B + oursModel Variant=Base, Method Enhancement=CCL2026.03 | 37.6 | 37.2 | 38.8 | |
| Real-Model2026.03 | 34.1 | 34.4 | 33.2 | |
| Weak-to-Strong2026.02 | 30.8 | 31 | 30.4 | |
| Weak-to-Strongzero-shot=true2025.12 | 30.8 | 31 | 30.4 | |
| GLIP-T + oursModel Variant=Tiny, Method Enhancement=CCL2026.03 | 30 | 29.2 | 32.3 | |
| ROD-MLLM-7Bzero-shot=true, Parameters=7B2025.12 | 29.7 | 30 | 28.7 | |
| ROD-MLLM2026.03 | 29.7 | 30 | 28.7 | |
| Gen-Enhanced-Negszero-shot=true2025.12 | 26 | 25.2 | 28.1 | |
| GN-FIBER2026.03 | 26 | 25.2 | 28.1 | |
| InternVL2-76Bzero-shot=true, Parameters=76B2025.12 | 25.3 | 25.7 | 23.5 | |
| Qwen3-VL-4Bparameters=4B2026.02 | 24.3 | 25.8 | 19.7 | |
| RelationLLM-L2026.03 | 24.3 | 24.6 | 23.4 | |
| OWLv2 (L/14)backbone=L/142026.02 | 22.8 | 22.1 | 24.7 | |
| OWLv2zero-shot=true2025.12 | 22.8 | 22.1 | 24.7 | |
| FIBER-Bzero-shot=true2025.12 | 22.7 | 21.5 | 26 | |
| FIBER-BModel Variant=Base2026.03 | 22.7 | 21.5 | 26 | |
| OFA-DOD-Bzero-shot=true2025.12 | 21.6 | 23.7 | 15.4 | |
| OFA-DOD2026.03 | 21.6 | 23.7 | 15.4 | |
| GN-GLIP2026.03 | 21.4 | 20.6 | 23.7 | |
| Grounding-DINO-Tscale=Tiny2026.02 | 20.7 | 20.1 | 22.5 | |
| Grounding-DINO-Bzero-shot=true2025.12 | 20.7 | 20.1 | 22.5 | |
| GLIP-Tscale=Tiny2026.02 | 19.1 | 18.3 | 21.5 | |
| GLIP-Tzero-shot=true2025.12 | 19.1 | 18.3 | 21.5 | |
| GLIP-TModel Variant=Tiny2026.03 | 19.1 | 18.3 | 21.5 | |
| LLMDet-Tscale=Tiny2026.02 | 17.2 | 17.1 | 17.6 | |
| Qwen3-VL-2Bparameters=2B2026.02 | 16 | 17 | 11.2 | |
| Groma-7Bzero-shot=true, Parameters=7B2025.12 | 16 | 15.9 | 16.3 | |
| Griffon-13Bzero-shot=true, Parameters=13B2025.12 | 12.3 | 12.4 | 12.2 | |
| InternVL2-8Bzero-shot=true, Parameters=8B2025.12 | 9.8 | 11 | 6.2 |