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ResearchFormerly WizWand

Visual perception of small objects on V* Bench

94.76AccuracyVision-OPD (Ours)
69.716876.218482.7289.2216May 18, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Vision-OPD (Ours)Param Size=9B, Inference Mode=Single Forward Pass2026.0594.76
SenseNova-MARSParam Size=8B, Inference Mode=Agentic2026.0592.15
Vision-OPD (Ours)Param Size=4B, Inference Mode=Single Forward Pass2026.0592.15
Qwen3-VL-InstructParam Size=235B, Inference Mode=Single Forward Pass2026.0591.1
Gemini-3.1-ProParam Size=-, Inference Mode=Closed-Source2026.0587.96
ZwZParam Size=8B, Inference Mode=Single Forward Pass2026.0587.96
Qwen3.5Param Size=397B, Inference Mode=Single Forward Pass2026.0587.96
Kimi-K2.5Param Size=1T, Inference Mode=Single Forward Pass2026.0587.43
GLM-4.6VParam Size=106B, Inference Mode=Single Forward Pass2026.0586.91
DeepEyesParam Size=7B, Inference Mode=Agentic2026.0585.86
Qwen3-VL-InstructParam Size=8B, Inference Mode=Single Forward Pass2026.0584.82
Qwen3.5Param Size=4B, Inference Mode=Single Forward Pass2026.0584.29
MiMo-VL-RLParam Size=7B, Inference Mode=Single Forward Pass2026.0583.25
Qwen3.5Param Size=9B, Inference Mode=Single Forward Pass2026.0582.72
ThymeParam Size=7B, Inference Mode=Agentic2026.0582.2
DeepEyesV2Param Size=7B, Inference Mode=Agentic2026.0581.68
GPT-5.2Param Size=-, Inference Mode=Closed-Source2026.0579.06
GPT-5.4Param Size=-, Inference Mode=Closed-Source2026.0576.96
MiniCPM-V-4.5Param Size=9B, Inference Mode=Single Forward Pass2026.0570.68