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MM-Vet

아카이브 평가 231건 · 마지막 적재/변경 2026-10-30

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
InfiMM-HD	GPT-4 score 38.9	InfiMM-HD: A Leap Forward in High-Resolution Multimodal Understanding 2024-03-03	연결 없음
InternLM-XC2 + MMDU-45k	GPT-4 score 38.8	MMDU: A Multi-Turn Multi-Image Dialog Understanding Benchmark and Instruction-Tuning Dataset for LVLMs 2024-06-17	코드 1
LLaVA-1.5-7B (DC-S)	GPT-4 score 38.5	ProVision: Programmatically Scaling Vision-centric Instruction Data for Multimodal Language Models 2024-12-09	코드 1
LayoutLMv3+ConvNeXt+CLIP	GPT-4 score 38.4 Params 7.9B	MouSi: Poly-Visual-Expert Vision-Language Models 2024-01-30	코드 1
VOLCANO 13B	GPT-4 score 38.0 Params 13B	Volcano: Mitigating Multimodal Hallucination through Self-Feedback Guided Revision 2023-11-13	코드 1
LLaVA-1.5+MMInstruct (Vicuna-13B)	GPT-4 score 37.9	MMInstruct: A High-Quality Multi-Modal Instruction Tuning Dataset with Extensive Diversity 2024-07-22	코드 1
LLaVA-1.5-13B (+CSR)	GPT-4 score 37.8 Params 13B	Calibrated Self-Rewarding Vision Language Models 2024-05-23	코드 1
LLaVA-1.5-LLaMA3-8B	GPT-4 score 37.8	What If We Recaption Billions of Web Images with LLaMA-3? 2024-06-12	연결 없음
LLaVA-1.5 + DenseFusion-1M (Vicuna-7B)	GPT-4 score 37.8	DenseFusion-1M: Merging Vision Experts for Comprehensive Multimodal Perception 2024-07-11	코드 1
ShareGPT4V-7B	GPT-4 score 37.6 Params 7B	ShareGPT4V: Improving Large Multi-Modal Models with Better Captions 2023-11-21	코드 1
LLaVA-1.5+CoS	GPT-4 score 37.6	Chain-of-Spot: Interactive Reasoning Improves Large Vision-Language Models 2024-03-19	코드 1
LLaVA-COCO-13B	GPT-4 score 37.5	COCO is "ALL'' You Need for Visual Instruction Fine-tuning 2024-01-17	연결 없음
LLaVA-S^2 + DenseFusion-1M (Vicuna-7B)	GPT-4 score 37.5	DenseFusion-1M: Merging Vision Experts for Comprehensive Multimodal Perception 2024-07-11	코드 1
MM1.5-1B	GPT-4 score 37.4	MM1.5: Methods, Analysis & Insights from Multimodal LLM Fine-tuning 2024-09-30	연결 없음
Dynamic-LLaVA-13B	GPT-4 score 37.3	Dynamic-LLaVA: Efficient Multimodal Large Language Models via Dynamic Vision-language Context Sparsification 2024-12-01	코드 1
SeVa-7B	GPT-4 score 37.2	Self-Supervised Visual Preference Alignment 2024-04-16	코드 1
SoM-LLaVA-1.5-T	GPT-4 score 37.2	List Items One by One: A New Data Source and Learning Paradigm for Multimodal LLMs 2024-04-25	코드 1
Emu3	GPT-4 score 37.2	Emu3: Next-Token Prediction is All You Need 2024-09-27	코드 1 · 코드 2
LLaVA-Instruct (Vicuna-1.5-13B)	GPT-4 score 37.1	MM-Instruct: Generated Visual Instructions for Large Multimodal Model Alignment 2024-06-28	코드 1 · 코드 2
ILLUME	GPT-4 score 37.0	ILLUME: Illuminating Your LLMs to See, Draw, and Self-Enhance 2024-12-09	연결 없음
LLaVA1.5-7B-BPO	GPT-4 score 36.8 Params 7B	Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization 2024-03-13	연결 없음
LLaVA-1.5-13B (+ MMFuser)	GPT-4 score 36.6	MMFuser: Multimodal Multi-Layer Feature Fuser for Fine-Grained Vision-Language Understanding 2024-10-15	코드 1
CaMML-13B	GPT-4 score 36.4	CaMML: Context-Aware Multimodal Learner for Large Models 2024-01-06	코드 1
LLaVA-65B (Data Mixing)	GPT-4 score 36.4	An Empirical Study of Scaling Instruct-Tuned Large Multimodal Models 2023-09-18	코드 1
LLaVA-1.5-13B	GPT-4 score 36.3±0.2 Params 13B	Improved Baselines with Visual Instruction Tuning 2023-10-05	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9
Emu-14B	GPT-4 score 36.3±0.3 Params 14B	Emu: Generative Pretraining in Multimodality 2023-07-11	코드 1 · 코드 2
mPLUG-Owl2	GPT-4 score 36.3±0.1 Params 7B	mPLUG-Owl2: Revolutionizing Multi-modal Large Language Model with Modality Collaboration 2023-11-07	코드 1 · 코드 2
Vary-base	GPT-4 score 36.2	Vary: Scaling up the Vision Vocabulary for Large Vision-Language Models 2023-12-11	코드 1
StableLLaVA	GPT-4 score 36.1	StableLLaVA: Enhanced Visual Instruction Tuning with Synthesized Image-Dialogue Data 2023-08-20	코드 1
DreamLLM-7B	GPT-4 score 35.9 Params 7B	DreamLLM: Synergistic Multimodal Comprehension and Creation 2023-09-20	코드 1