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Perception on MME-RealWorld Lite

67Overall Score

PFlowNet

Updated 29d ago

Evaluation Results

Method
PFlowNet 2026.05	67	95.6	69.3	90	53.6	58.2
TTSP 2026.04	59	90.8	65.3	94	41.1	40
RTWI 2026.04	57.8	90.4	62.7	92	39.8	38.9
TTSP 2026.04	57.7	93.2	56	91	39.8	40
Deepconf 2026.04	57.2	90	61.3	90	39.5	38.9
Self-Cer. 2026.04	57.1	90	60	92	39.2	38.6
CISC 2026.04	56.8	90	60	89	39.2	38.6
TRT 2026.04	56.8	90	60	89	39.2	38.6
Self-Ref. 2026.04	56.7	90.4	60	89	38.9	38.3
RTWI 2026.04	56.6	92.4	54.7	89	39.2	38.3
SC 2026.04	56.6	90	58	89	39.2	38.6
Deepconf 2026.04	55.9	91.6	53.3	89	38.9	37.4
CISC 2026.04	55.7	91.2	53.3	89	38.6	37.4
SC 2026.04	55.5	91.2	53.3	89	38.6	36.9
TRT 2026.04	55.5	90.8	53.3	89	38.6	36.9
Self-Cer. 2026.04	55.5	90.8	54	89	38.6	36.9
DeepEyes 2026.04	55.4	90	52.7	89	43.3	33.4
Self-Ref. 2026.04	55.4	91.2	53.3	89	38.2	36.9
TreeVGR-7B 2025.07	54.9	87.6	50.7	83	47	43.4
TreeVGR 2026.05	54.9	87.6	50.7	83	47	43.4
Thyme 2026.05	54.4	90.4	56.7	86	46.3	38.5
Base 2026.04	53.4	89.6	50.7	85	37.3	34.3
DeepEyes-7B 2025.07	53.2	90	52.7	89	43.3	33.4
DeepEyes 2026.05	53.2	90	52.7	89	43.3	33.4
Pixel-Reasoner 2026.04	53.1	89.6	52	86	38.9	30.9
Base 2026.04	52.9	89.2	54.7	86	34.8	33.1
DeepEyesV2 2026.05	52.4	85.6	49.3	89	45.8	33.4
InternVL3-78B 2025.07	52.3	87.6	54.7	77	42.6	36.6
InternVL3-78B 2026.05	52.3	87.6	54.7	77	42.6	36.6
Qwen3-VL-32B 2026.05	52	91.6	47.3	96	36.1	42.9
InternVL3-38B 2026.05	51	85.6	56	71	42.6	40
Pixel-Reasoner-7B 2025.07	49.7	89.6	52	86	38.9	30.9
Pixel-Reasoner 2026.05	49.7	89.6	52	86	38.9	30.9
LLaVA-OneVision-72B 2025.07	48.7	79.2	50.7	67	37.9	40
LLaVA-OV-72B 2026.05	48.7	79.2	50.7	67	37.9	40
Qwen3-VL-8B 2026.05	48.6	92.8	57.3	87	36.4	31.4
InternVL3-8B 2025.07	47.9	83.6	49.3	75	34.5	36.9
InternVL3-8B 2026.05	47.9	83.6	49.3	75	34.5	36.9
Qwen3-VL-4B 2026.05	47.1	90.8	44.7	87	34.8	32.6
Qwen2.5-VL-32B 2026.05	45.6	87.2	40.7	83	29.5	40.7
Qwen2.5-VL-72B 2025.07	43.7	90.8	34	87	27.9	30.6
LLaVA-OneVision-7B 2025.07	43.7	80	40	56	31.7	39.4
LLaVA-OV-7B 2026.05	43.7	80	40	56	31.7	39.4
Qwen2.5-VL-72B 2026.05	43.7	90.8	34	87	27.9	30.6
Qwen2.5-VL-7B 2025.07	42.3	87.6	32.7	83	27.3	30
Qwen2.5-VL-7B 2026.05	42.3	87.6	32.7	83	27.3	30