Object Detection on Roboflow VL 20
32.3Aerial ScoreLLMDet
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| LLMDetModel Category=Specialist Models, Inputs=class names (C)2026.03 | 32.3 | 4.4 | 33.6 | 12.6 | 0.7 | 6.7 | 16.7 | 17.2 | |
| SAM3Model Category=Specialist Models, Inputs=class names (C)2026.03 | 32.3 | 15.3 | 17.1 | 13.8 | 2 | 14.2 | 17.8 | 16.3 | |
| MQ-GLIPModel Category=Specialist Models, Inputs=class names (C)2026.03 | 30.1 | 2.5 | 32.8 | 5.5 | 0.5 | 6.4 | 10.8 | 14 | |
| MQ-GLIPModel Category=Specialist Models, Inputs=class names + images (C + V)2026.03 | 29.8 | 2.5 | 32.7 | 5.6 | 0.5 | 6.5 | 10.9 | 14 | |
| GroundingDINOModel Category=Specialist Models, Inputs=class names (C)2026.03 | 28.5 | 5.1 | 33.7 | 12.8 | 0.4 | 5.1 | 16.9 | 16.8 | |
| Gemini 3 ProModel Category=Generalist Models, Inputs=class names + instructions + images (C + I + V)2026.03 | 27 | 26.7 | 31.3 | 26.2 | 2.6 | 26.9 | 13.3 | 23.8 | |
| Gemini 3 Pro w/ DetPO + VQA ScoreModel Category=Generalist Models, Optimization Framework=DetPO, VQA Score usage=true2026.03 | 26.2 | 35.7 | 35.4 | 23.3 | 3.9 | 28.2 | 20.4 | 26.3 | |
| Gemini 3 Pro w/ MIPROv2Model Category=Generalist Models, Optimization Framework=MIPROv22026.03 | 22.9 | 27 | 31.6 | 26.4 | 3 | 29.7 | 19.8 | 25 | |
| Gemini 3 Pro w/ GEPAModel Category=Generalist Models, Optimization Framework=GEPA2026.03 | 19.2 | 30.6 | 32.1 | 32.7 | 2 | 28.2 | 20.8 | 25.6 | |
| Qwen3-VL w/ DetPO + VQA ScoreModel Category=Generalist Models, Model Parameters=30B-A3B, Optimization Framework=DetPO, VQA Score usage=true2026.03 | 16.1 | 25.2 | 36.5 | 20.1 | 0.2 | 25.7 | 18.4 | 21.6 | |
| YOLO-EModel Category=Specialist Models, Inputs=class names + images (C + V)2026.03 | 12.8 | 6.1 | 21 | 14.7 | 1.7 | 10.9 | 15.7 | 13.4 | |
| YOLO-EModel Category=Specialist Models, Inputs=images (V)2026.03 | 11.6 | 10.7 | 17.5 | 15.2 | 2.3 | 8.5 | 16.4 | 13.2 | |
| YOLO-EModel Category=Specialist Models, Inputs=class names (C)2026.03 | 10.2 | 1.6 | 16.4 | 8.1 | 0.3 | 7.8 | 10.9 | 9.2 | |
| Qwen3-VL w/ GEPAModel Category=Generalist Models, Model Parameters=30B-A3B, Optimization Framework=GEPA2026.03 | 9.3 | 12.4 | 23.6 | 10.8 | 1.3 | 15.1 | 11.3 | 13 | |
| Qwen3-VLModel Category=Generalist Models, Model Parameters=30B-A3B, Inputs=class names + instructions (C + I)2026.03 | 9 | 7.8 | 23.5 | 9.6 | 0.7 | 14.4 | 10.1 | 11.9 | |
| Qwen3-VL w/ MIPROv2Model Category=Generalist Models, Model Parameters=30B-A3B, Optimization Framework=MIPROv22026.03 | 8.7 | 5.6 | 18.6 | 10.3 | 0 | 15.1 | 9.9 | 10.7 | |
| MQ-GLIPModel Category=Specialist Models, Inputs=images (V)2026.03 | 1.8 | 1.1 | 17.6 | 1.8 | 0.1 | 6.6 | 6.8 | 6.7 |