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Perception on MME-RealWorld Lite

59Overall Score

TTSP

Updated 4d ago

Evaluation Results

Method	Links
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
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
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
InternVL3-78B 2025.07		52.3	87.6	54.7	77	42.6	36.6
Pixel-Reasoner-7B 2025.07		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
InternVL3-8B 2025.07		47.9	83.6	49.3	75	34.5	36.9
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
Qwen2.5-VL-7B 2025.07		42.3	87.6	32.7	83	27.3	30