Fine-Grained Visual Recognition on Open-world FGVR (Seen Categories)
73.53Accuracy (Air)Fine-R1-7B
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Fine-R1-7BModel Category=Reasoning MLLMs, shots=4-shot2026.02 | 73.53 | 86.12 | 90.73 | 80.71 | 81.46 | 83.14 | 82.62 | |
| Fine-R1-7BModel Type=Reasoning MLLM, Size=7B2026.02 | 63.44 | 75.22 | 78.88 | 78.41 | 86.92 | 86.76 | 78.27 | |
| Qwen2.5-VL-7BModel Category=General MLLMs2026.02 | 58.86 | 65.97 | 56.94 | 59.02 | 62.61 | 35.59 | 56.5 | |
| Qwen2.5-VL-3BModel Category=General MLLMs2026.02 | 56.98 | 66.77 | 52.49 | 65.12 | 68.96 | 26.27 | 56.1 | |
| Qwen2-VL-7BModel Category=General MLLMs2026.02 | 56.47 | 56.46 | 55.31 | 67.03 | 75.02 | 36.97 | 57.88 | |
| Fine-R1-3BModel Category=Reasoning MLLMs, shots=4-shot2026.02 | 54.36 | 78.9 | 82.46 | 78.21 | 64.55 | 81.6 | 73.35 | |
| Qwen2-VL-2BModel Category=General MLLMs2026.02 | 47.49 | 48.72 | 52.95 | 51.22 | 66.56 | 19.88 | 47.8 | |
| Fine-R1-3BModel Type=Reasoning MLLM, Size=3B2026.02 | 47.3 | 66.09 | 71.15 | 73.45 | 77.16 | 82.58 | 69.62 | |
| Qwen2.5-VL-7BModel Type=General MLLM, Size=7B2026.02 | 46.85 | 58.28 | 67.14 | 68.9 | 73.09 | 33.55 | 57.97 | |
| Qwen2-VL-7BModel Type=General MLLM, Size=7B2026.02 | 45.5 | 37.93 | 66.16 | 53.32 | 69.81 | 27.48 | 50.03 | |
| DeepPerception-7BModel Category=Reasoning MLLMs2026.02 | 44.24 | 47.63 | 54.14 | 49.16 | 47.3 | 40.9 | 47.23 | |
| DeepPerception-7BModel Type=Reasoning MLLM, Size=7B2026.02 | 40.66 | 47.63 | 66.62 | 64.78 | 75.47 | 67.37 | 60.42 | |
| Qwen2.5-VL-3BModel Type=General MLLM, Size=3B2026.02 | 37.96 | 48.78 | 58.08 | 51.19 | 61.15 | 13.92 | 45.18 | |
| Qwen2-VL-2BModel Type=General MLLM, Size=2B2026.02 | 34.37 | 25.04 | 60.42 | 41.32 | 59.06 | 4.5 | 37.45 | |
| InternVL2.5-8BModel Category=General MLLMs2026.02 | 23.76 | 28.44 | 30.08 | 27.11 | 21.73 | 29.03 | 26.69 | |
| InternVL2.5-4BModel Category=General MLLMs2026.02 | 14.71 | 25.41 | 32.19 | 33.13 | 23.84 | 28.19 | 26.25 | |
| InternVL2.5-8BModel Type=General MLLM, Size=8B2026.02 | 10.04 | 10.97 | 12.78 | 18.76 | 26.34 | 23.12 | 17 | |
| LLaVA-Onevision-7BModel Category=General MLLMs2026.02 | 9.9 | 31.74 | 21.35 | 30.13 | 45.24 | 17.87 | 26.04 | |
| Idefics3-LLaMA3-8BModel Category=General MLLMs2026.02 | 9.66 | 27.72 | 22.96 | 35.39 | 40.92 | 20.17 | 26.14 | |
| InternVL2.5-4BModel Type=General MLLM, Size=4B2026.02 | 8.59 | 7.67 | 16.98 | 19.92 | 25.12 | 16.91 | 15.87 | |
| Idefics2-8BModel Type=General MLLM, Size=8B2026.02 | 7.49 | 11.02 | 17.94 | 18.01 | 54.27 | 11.12 | 19.98 | |
| InternVL2.5-2BModel Category=General MLLMs2026.02 | 7.26 | 21.32 | 27.29 | 25.87 | 23.08 | 26.56 | 21.9 | |
| LLaVA-Onevision-7BModel Type=General MLLM, Size=7B2026.02 | 6.44 | 9.27 | 21.33 | 22.55 | 46.5 | 3.26 | 18.23 | |
| InternVL2.5-2BModel Type=General MLLM, Size=2B2026.02 | 3.9 | 6.03 | 10.37 | 17.13 | 25.79 | 20.5 | 13.95 | |
| Idefics2-8BModel Category=General MLLMs2026.02 | 3.64 | 19.68 | 19.54 | 10.03 | 14.94 | 2.5 | 11.72 | |
| Idefics3-LLaMA3-8BModel Type=General MLLM, Size=8B2026.02 | 3.3 | 4.79 | 5.57 | 17.04 | 32.37 | 3.72 | 11.13 | |
| LLaVA-v1.6-mistral-7BModel Category=General MLLMs2026.02 | 2.73 | 16.02 | 21.75 | 19.35 | 10.33 | 12.47 | 13.78 | |
| LLaVA-v1.6-mistral-7BModel Type=General MLLM, Size=7B2026.02 | 2 | 3.27 | 9.85 | 16.05 | 24.75 | 13.97 | 11.65 |