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Multimodal Visual Perception on MMVP

86.33Accuracy

GPT-5

Updated 26d ago

Evaluation Results

Method	Links
GPT-5 2026.06		86.33
GPT-5 2025.12		85.33
GPT-4o 2026.06		84.67
GPT-4o 2025.12		84.66
InternVL2.5-78B 2025.12		83
Qwen3VL-32B 2025.12		82.66
Qwen2.5-VL-72B 2025.12		81.7
InternVL3.5-38B 2025.12		80.66
InternVL3.5-38B 2026.06		80.33
Qwen3-VL-4B-Thinking 2025.12		80
Qwen3-VL-32B 2026.06		80
Qwen3-VL-4B-Thinking + DiG 2025.12		79
Qwen3-VL-8B-Thinking + DiG 2025.12		78.7
COOPER 2025.12		78.66
ThinkMorph 2026.06		78.33
Qwen3-VL-8B 2026.06		77.66
Qwen3VL-8B 2025.12		77.33
Visual-OPSD 2026.06		77.33
Qwen3-VL-8B-Thinking 2025.12		77.3
InternVL3.5-8B 2025.12		76.33
InternVL3.5-8B 2026.06		76.33
Text-only SFT 2026.06		76.33
BAGEL-RE 2025.12		75.33
Visual-OPSD-Noise 2026.06		75.33
BAGEL 2025.12		74.33
Florence-VL 8B 2024.12		73.3
BAGEL-PE 2025.12		72.66
BAGEL-7B 2026.06		70.33
BAGEL 2025.11		69.3
Phi 3.5 Vision 2024.12		67.7
Florence-VL 3B 2024.12		64.7
AutoV 2025.06		64.3
AutoV 2025.06		64.2
Janus-Pro-7B 2026.06		63.33
Janus-Pro-7B 2025.12		62.33
API 2025.06		61.7
API 2025.06		61.5
Base 2025.06		61.3
Base 2025.06		60.7
Liquid-7B 2025.12		58.33
Qwen2.5-VL-7B 2025.12		54.7
Cambrian 8B 2024.12		51.3
Janus-Pro + AIA (Ours) 2025.11		48
Chameleon-7B 2026.06		47.67
Janus-Pro 2025.11		47.3
LLaVA next 8B 2024.12		38.7
CoVFT 2026.03		38.67
JARVIS 2025.12		38
BitFit 2026.03		38
FedAvg-TIEs 2026.03		37.3
Fed-CMP 2026.03		36.9
LLaVA 2025.12		36.7
CoVFT 2026.03		36.67
Emu3-Chat 2025.11		36.6
FedAvg-TA 2026.03		36.6
MOON 2026.03		36.4
VIRAL 2025.12		36
FedAvg-DARE 2026.03		36
Ours w/o Masking 2025.12		35.3
SENTINEL 2026.06		35.3
ViPSy 2026.06		35.3
FedAvg 2026.03		35.2
Freeze 2026.03		34
Full fine-tuning 2026.03		34
FedAdam 2026.03		33.9
HSA-DPO 2026.06		33.3
HALVA 2026.06		32.6
Vanilla 2026.06		32
BitFit 2026.03		31.33
LLaVA 2025.12		31.3
OPA-DPO 2026.06		31.3
JARVIS 2025.12		30.7
LLaVA-1.5 2026.03		30.67
ViPSy 2026.06		30.6
Local Training 2026.03		30.5
VIRAL 2025.12		30
SVPT 2026.03		29.33
LLaVA-1.5-7B 2024.12		29.3
TPR 2026.06		29.3
LoRA 2026.03		28.66
FedProx 2026.03		28.2
Ours w/o Masking 2025.12		28
Freeze 2026.03		28
OPA-DPO 2026.06		28
LLaVA-1.5 2026.03		27.33
Full fine-tuning 2026.03		27.33
Dynamic-LLaVA-7B† 2024.12		26.3
VCD 2026.06		25.3
POVID 2026.06		25.3
VPT 2026.03		24.67
EFUF 2026.06		24.6
SENTINEL 2026.06		24.6
LLaVA-FastV 2024.12		24
RLAIF-V 2026.06		24
Vanilla 2026.06		23.3
HALVA 2026.06		23.3
DOLA 2026.06		22.6
OPERA 2026.06		22.6
HA-DPO 2026.06		22.6
VILA-U 2025.11		22

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