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Fine-Grained Visual Recognition on Open-world FGVR Total (All)

74.8Average AccuracyFine-R1-7B
5.307223.348641.3959.4314Feb 7, 2026

Evaluation results

MethodLinks
Fine-R1-7BModel Category=Reasoning MLLMs, shots=4-shot2026.0274.8
Fine-R1-3BModel Category=Reasoning MLLMs, shots=4-shot2026.0267.32
Fine-R1-7BModel Type=Reasoning MLLM2026.0260.61
Fine-R1-3BModel Type=Reasoning MLLM2026.0254.9
Qwen2-VL-7BModel Category=General MLLMs2026.0251.5
Qwen2.5-VL-7BModel Category=General MLLMs2026.0251.05
Qwen2.5-VL-3BModel Category=General MLLMs2026.0250.91
DeepPerception-7BModel Type=Reasoning MLLM2026.0247.24
Qwen2.5-VL-7BModel Type=General MLLM2026.0246.17
Qwen2-VL-2BModel Category=General MLLMs2026.0243.82
DeepPerception-7BModel Category=Reasoning MLLMs2026.0243.82
Qwen2-VL-7BModel Type=General MLLM2026.0239.49
Qwen2.5-VL-3BModel Type=General MLLM2026.0236.03
Qwen2-VL-2BModel Type=General MLLM2026.0229.79
InternVL2.5-8BModel Category=General MLLMs2026.0224.75
InternVL2.5-4BModel Category=General MLLMs2026.0224.45
Idefics3-LLaMA3-8BModel Category=General MLLMs2026.0223.79
LLaVA-Onevision-7BModel Category=General MLLMs2026.0222.87
InternVL2.5-2BModel Category=General MLLMs2026.0220.29
Idefics2-8BModel Type=General MLLM2026.0214.16
LLaVA-v1.6-mistral-7BModel Category=General MLLMs2026.0213.57
InternVL2.5-8BModel Type=General MLLM2026.0212.92
LLaVA-Onevision-7BModel Type=General MLLM2026.0212.46
InternVL2.5-4BModel Type=General MLLM2026.0211.96
Idefics2-8BModel Category=General MLLMs2026.0210.72
InternVL2.5-2BModel Type=General MLLM2026.0210.1
LLaVA-v1.6-mistral-7BModel Type=General MLLM2026.028.44
Idefics3-LLaMA3-8BModel Type=General MLLM2026.027.98