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Multimodal Understanding on MMBench (MMB)

86.3Accuracy

VLsI-7B

Updated 2d ago

Evaluation Results

Method
VLsI-7B 2024.12	86.3	-	-
Phantom-7B 2024.12	84.8	-	-
TroL-7B 2024.12	83.5	-	-
Qwen2-VL-7B 2024.12	83	-	-
InternVL2-8B 2024.12	81.7	-	-
LLaVA-OneVision-7B 2024.12	80.8	-	-
CogVLM2-8B 2024.12	80.5	-	-
MiniCPM-V2.5-8B 2024.12	77.2	-	-
Idefics2-8B 2024.07	76.7	-	-
VILA2-8B 2024.12	76.6	-	-
VILA2-8B 2024.07	76.6	-	-
Cambrian-1-8B 2024.12	75.9	-	-
Eagle-8B 2024.12	75.9	-	-
Cambrian-1-13B 2024.12	75.7	-	-
Eagle-13B 2024.12	75.7	-	-
VILA1.5-8B 2024.12	75.3	-	-
VILA1.5-13B 2024.12	74.9	-	-
MM1-MoE-7B×32 2024.12	72.7	-	-
MM1-7B 2024.12	72.3	-	-
MM1-7B-Chat 2024.07	72.3	-	-
LLaVA-NeXT-8B 2024.12	72.1	-	-
LLaVA-NeXT-13B 2024.12	70	-	-
LLaVA-NeXT-7B 2024.12	69.6	-	-
MiniGemini-HD-13B 2024.12	68.6	-	-
LLaVA 1.5 2024.01	67.7	-	-
Vanilla 2024.12	67.7	-	-
VisionZip ‡ 2024.12	67.6	-	-
VisionZip ‡ 2024.12	67.1	-	-
VisionZip 2024.12	66.9	-	-
VisionZip 2024.12	66.7	-	-
MiniGemini-HD-7B 2024.12	65.8	-	-
VisionZip ‡ 2024.12	65.6	-	-
LLaVA 1.5 + I-MoF 2024.01	65.4	-	-
Dynamic-LLaVA 2026.02	65.4	-	-
VisionZip 2024.12	64.9	-	-
LLaVA-1.5-7B 2026.02	64.7	-	-
DART 2026.02	64.7	-	-
YOPO 2026.02	64.6	-	-
LLaVA-1.5 2024.03	64.3	-	-
ViCA 2026.02	64	-	-
PDrop 2026.02	63.9	-	-
HoloV 2026.02	63.3	-	-
TRIM 2026.02	63.3	-	-
ViCA+PDrop† 2026.02	63.3	-	-
Delta-LLaVA 2026.02	62.9	-	-
TokenPacker 2026.02	62.7	-	-
VISA 2026.02	62.1	-	-
VScan 2026.02	62.1	-	-
D²Pruner 2026.02	61.9	-	-
LLaVA 1.5 + I-MoF 2024.01	61.6	-	-
FiCoCo-L 2026.02	61.5	-	-
VisionZip 2026.02	61.5	-	-
LLaVA-PruMerge 2026.02	60.9	-	-
FlowCut 2026.02	60.8	-	-
TwigVLM 2026.02	60.4	-	-
HiRED 2026.02	60.2	-	-
DOPCD 2026.02	60.1	-	-
CDPruner 2026.02	59.6	-	-
HiPrune 2026.02	59.5	-	-
DOPv 2026.02	59.4	-	-
PDrop 2026.02	58.8	-	-
VisPruner 2026.02	58.4	-	-
DivPrune 2026.02	57.6	-	-
PSALM 2024.03	52.5	-	-
SparseVLM 2026.02	51.4	-	-
IDEFICS 2024.03	48.2	-	-
ToMe 2026.02	43.7	-	-
FastV 2026.02	37.8	-	-
OpenFlamingo 2024.03	5.7	-	-
VILA1.5-3B 2024.12	-	-	63.4
DeepSeek-VL-1.3B 2024.12	-	-	64.6
PaliGemma-3B 2024.12	-	-	71
MM1-3B-Chat 2024.12	-	-	67.8
MiniCPM-V 2024.12	-	-	64.1
MiniCPM-V-2 2024.12	-	-	69.1
InternVL1.5 2024.12	-	-	70.9
InternVL2 2024.12	-	-	73.2
Qwen2-VL-2B 2024.12	-	-	74.9
Phi-3 Vision 2024.12	-	-	80.5
Fuyu-8B 2024.12	-	-	10.7
Chameleon-7B 2024.12	-	-	31.1
EVE-7B 2024.12	-	-	49.5
EVE-7B 2024.12	-	-	52.3
Emu3 2024.12	-	-	58.5
HoVLE 2024.12	-	-	71.9
HoVLE 2024.12	-	-	73.3
Vanilla 2026.01	-	100	67.9
SparseVLM 2026.01	-	96.8	65.7
VisionZip 2026.01	-	97.6	66.3
PDrop 2026.01	-	97.9	66.5
VisionTrim 2026.01	-	99	67.2
SparseVLM 2026.01	-	94.7	64.3
VisionZip 2026.01	-	92.9	63.1
PDrop 2026.01	-	93.1	63.2
VisionTrim 2026.01	-	95.4	64.8
SparseVLM 2026.01	-	92.9	63.1
VisionZip 2026.01	-	88.5	60.1
PDrop 2026.01	-	88.8	60.3
VisionTrim 2026.01	-	93.2	63.3
LLaVA 1.5 2026.01	-	-	67.7

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