Fine-Grained Visual Recognition on Open-world FGVR Unseen Categories
65.21Accuracy (Air)Fine-R1-7B
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Fine-R1-7BModel Category=Reasoning MLLMs, shots=4-shot2026.02 | 65.21 | 60.69 | 82.19 | 70.97 | 40.74 | 82.04 | 66.97 | |
| Qwen2-VL-7BModel Category=General MLLMs2026.02 | 52.75 | 41.17 | 52.46 | 61.01 | 32.57 | 30.74 | 45.12 | |
| Qwen2.5-VL-3BModel Category=General MLLMs2026.02 | 52.5 | 48.09 | 51.75 | 59.02 | 34.19 | 28.78 | 45.72 | |
| Qwen2-VL-7BModel Type=General MLLM, Size=7B2026.02 | 51.16 | 17.52 | 45.6 | 41.71 | 2.26 | 15.41 | 28.94 | |
| Qwen2-VL-2BModel Category=General MLLMs2026.02 | 48.88 | 39.32 | 49.33 | 45.16 | 33.87 | 22.43 | 39.83 | |
| Qwen2.5-VL-7BModel Category=General MLLMs2026.02 | 48.62 | 45.26 | 55.39 | 54.59 | 32.74 | 36.98 | 45.6 | |
| Fine-R1-3BModel Category=Reasoning MLLMs, shots=4-shot2026.02 | 46.43 | 58 | 74.6 | 70.08 | 39.54 | 79.11 | 61.29 | |
| Fine-R1-7BModel Type=Reasoning MLLM, Size=7B2026.02 | 44.85 | 29.77 | 51.52 | 51.24 | 10.37 | 69.86 | 42.94 | |
| Qwen2.5-VL-7BModel Type=General MLLM, Size=7B2026.02 | 44.78 | 28.6 | 45.88 | 49.03 | 10.8 | 27.19 | 34.38 | |
| Qwen2-VL-2BModel Type=General MLLM, Size=2B2026.02 | 42.9 | 8.91 | 42.17 | 30.42 | 3.49 | 4.89 | 22.13 | |
| DeepPerception-7BModel Type=Reasoning MLLM, Size=7B2026.02 | 42.37 | 21.33 | 47.28 | 48.21 | 5.04 | 40.12 | 34.06 | |
| Qwen2.5-VL-3BModel Type=General MLLM, Size=3B2026.02 | 40.8 | 22.33 | 43.78 | 36.62 | 5.61 | 12.12 | 26.88 | |
| DeepPerception-7BModel Category=Reasoning MLLMs2026.02 | 40.03 | 37.1 | 52.27 | 49.05 | 28.38 | 35.57 | 40.4 | |
| Fine-R1-3BModel Type=Reasoning MLLM, Size=3B2026.02 | 37.27 | 30.68 | 45.73 | 49.79 | 16.5 | 61.02 | 40.17 | |
| InternVL2.5-8BModel Category=General MLLMs2026.02 | 20.34 | 24.38 | 27.55 | 24.73 | 13.56 | 26.23 | 22.8 | |
| InternVL2.5-4BModel Category=General MLLMs2026.02 | 12.64 | 23.91 | 29.11 | 30.8 | 13.1 | 26.32 | 22.65 | |
| InternVL2.5-8BModel Type=General MLLM, Size=8B2026.02 | 8.64 | 9 | 8.42 | 11.53 | 1.79 | 13.66 | 8.84 | |
| LLaVA-Onevision-7BModel Category=General MLLMs2026.02 | 7.47 | 29.81 | 19.56 | 25.44 | 16.53 | 19.35 | 19.69 | |
| Idefics3-LLaMA3-8BModel Category=General MLLMs2026.02 | 7.09 | 24.93 | 22.08 | 27.67 | 21.99 | 24.84 | 21.43 | |
| InternVL2.5-4BModel Type=General MLLM, Size=4B2026.02 | 7.06 | 7.1 | 10.96 | 11.2 | 1.84 | 10.11 | 8.05 | |
| Idefics2-8BModel Type=General MLLM, Size=8B2026.02 | 6.76 | 6.01 | 13.37 | 12.14 | 0.38 | 11.45 | 8.35 | |
| InternVL2.5-2BModel Category=General MLLMs2026.02 | 5.22 | 20.12 | 24.73 | 24.84 | 12.59 | 24.55 | 18.68 | |
| Idefics2-8BModel Category=General MLLMs2026.02 | 3.69 | 15.35 | 20.81 | 10.19 | 5.84 | 2.47 | 9.73 | |
| LLaVA-Onevision-7BModel Type=General MLLM, Size=7B2026.02 | 3.46 | 5.54 | 15.36 | 13.01 | 0.14 | 2.68 | 6.7 | |
| Idefics3-LLaMA3-8BModel Type=General MLLM, Size=8B2026.02 | 3.16 | 3.5 | 2.97 | 9.59 | 2.12 | 7.57 | 4.82 | |
| LLaVA-v1.6-mistral-7BModel Category=General MLLMs2026.02 | 2.51 | 17.4 | 23.24 | 18.16 | 8.2 | 10.62 | 13.36 | |
| InternVL2.5-2BModel Type=General MLLM, Size=2B2026.02 | 2.33 | 4.2 | 7.24 | 9.41 | 1.27 | 13.06 | 6.25 | |
| LLaVA-v1.6-mistral-7BModel Type=General MLLM, Size=7B2026.02 | 2.03 | 3.25 | 8.39 | 9.59 | 0.09 | 7.97 | 5.22 |