Perception on TreeBench benchmark leaderboard · SOTA2 Research

Perception on TreeBench

55.3Overall AccuracyPFlowNet

Evaluation Results

Method	Links
PFlowNet2026.05		55.3	65.5	69.2	80.2	75	77.9
TreeVGR2026.05		50.4	65.5	53.8	82.6	68.8	63.3
InternVL3-78B2026.05		46.4	62.1	61.5	52.2	68.8	52.9
Qwen3-VL-32B2026.05		45.2	60.3	63.4	58.1	83.6	30.3
Qwen3-VL-8B2026.05		44.9	65.5	53.9	65.2	75	64.7
Qwen2.5-VL-32B2026.05		42.5	51.7	53.8	69.6	62.5	54.4
Qwen2.5-VL-72B2026.05		42.2	65.5	69.2	56.5	56.3	48.5
Qwen3-VL-4B2026.05		42.2	48.3	61.5	65.2	81.3	35.3
InternVL3-38B2026.05		42	51.7	61.5	52.2	68.8	51.5
DeepEyesV22026.05		40.7	65.5	69.2	56.5	62.5	55.9
LLaVA-OV-72B2026.05		40.5	62.1	53.8	65.2	62.3	36.8
Pixel-Reasoner2026.05		39	58.6	61.5	65.2	50	48.5
InternVL3-8B2026.05		38.8	51.7	69.2	56.5	56.3	33.7
Thyme2026.05		38.2	48.2	46.1	69.5	50	51.4
DeepEyes2026.05		37.5	62.1	53.8	65.2	68.8	51.5
LLaVA-OV-7B2026.05		37.3	55.2	53.8	56.5	50	32.4
Qwen2.5-VL-7B2026.05		37	55.2	53.8	56.5	62.5	27.9