Visual Question Answering (VQA) on MM-Vet

Metric: GPT-4 score (higher is better)

LeaderboardDataset

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#	Model↕	GPT-4 score▼	Extra Data	Paper	Date↕	Code
1	MMCTAgent (GPT-4 + GPT-4V)	74.24	No	MMCTAgent: Multi-modal Critical Thinking Agent F...	2024-05-28	-
2	Qwen2-VL-72B	74	No	Qwen2-VL: Enhancing Vision-Language Model's Perc...	2024-09-18	Code
3	InternVL2.5-78B	72.3	No	Expanding Performance Boundaries of Open-Source ...	2024-12-06	Code
4	GPT-4o +text rationale +IoT	72.2	No	Image-of-Thought Prompting for Visual Reasoning ...	2024-05-22	-
5	Lyra-Pro	71.4	No	Lyra: An Efficient and Speech-Centric Framework ...	2024-12-12	Code
6	GLM-4V-Plus	71.1	No	CogVLM2: Visual Language Models for Image and Vi...	2024-08-29	Code
7	Phantom-7B	70.8	No	Phantom of Latent for Large Language and Vision ...	2024-09-23	Code
8	InternVL2.5-38B	68.8	No	Expanding Performance Boundaries of Open-Source ...	2024-12-06	Code
9	InternVL2-26B (SGP, token ratio 64%)	65.6	No	A Stitch in Time Saves Nine: Small VLM is a Prec...	2024-12-04	Code
10	Baichuan-Omni (7B)	65.4	No	Baichuan-Omni Technical Report	2024-10-11	Code
11	InternVL2.5-26B	65	No	Expanding Performance Boundaries of Open-Source ...	2024-12-06	Code
12	Qwen2-VL-7B (finetuned on GAP-VQA train)	64.954	No	Gamified crowd-sourcing of high-quality data for...	2024-10-05	-
13	InternVL2-Llama3-76B	64.4	No	-	-	-
14	GLM4 Vision	63.9	No	CogVLM: Visual Expert for Pretrained Language Mo...	2023-11-06	Code
15	LLaVA-OneVision-72B	63.7	No	LLaVA-OneVision: Easy Visual Task Transfer	2024-08-06	Code
16	Lyra-Base	63.5	No	Lyra: An Efficient and Speech-Centric Framework ...	2024-12-12	Code
17	InternVL2-26B (SGP, token ratio 35%)	63.2	No	A Stitch in Time Saves Nine: Small VLM is a Prec...	2024-12-04	Code
18	InternVL 1.5	62.8	No	How Far Are We to GPT-4V? Closing the Gap to Com...	2024-04-25	Code
19	InternVL2.5-8B	62.8	No	Expanding Performance Boundaries of Open-Source ...	2024-12-06	Code
20	MAmmoTH-VL-8B	62.3	No	MAmmoTH-VL: Eliciting Multimodal Reasoning with ...	2024-12-06	Code
21	Qwen2-VL-7B	62	No	Qwen2-VL: Enhancing Vision-Language Model's Perc...	2024-09-18	Code
22	InternVL2-40B	61.8	No	-	-	-
23	Mini-Gemini-HD-BS	60.8	No	Mini-Gemini: Mining the Potential of Multi-modal...	2024-03-27	Code
24	InternVL2.5-2B	60.8	No	Expanding Performance Boundaries of Open-Source ...	2024-12-06	Code
25	MAmmoTH-VL-8B (SI)	60.6	No	MAmmoTH-VL: Eliciting Multimodal Reasoning with ...	2024-12-06	Code
26	InternVL2.5-4B	60.6	No	Expanding Performance Boundaries of Open-Source ...	2024-12-06	Code
27	Mini-Gemini-HD	59.3	No	Mini-Gemini: Mining the Potential of Multi-modal...	2024-03-27	Code
28	GLM-4V-9B	58	No	CogVLM2: Visual Language Models for Image and Vi...	2024-08-29	Code
29	LLaVA-OneVision-7B	57.5	No	LLaVA-OneVision: Easy Visual Task Transfer	2024-08-06	Code
30	LLaVA-NeXT-34B	57.4	No	-	-	-
31	Meteor	57.3	No	Meteor: Mamba-based Traversal of Rationale for L...	2024-05-24	Code
32	CROME (Vicuna-13B)	55.1	No	CROME: Cross-Modal Adapters for Efficient Multim...	2024-08-13	-
33	IXC2-4KHD	54.9	No	InternLM-XComposer2-4KHD: A Pioneering Large Vis...	2024-04-09	Code
34	Weitu-VL-1.0	54.7	No	-	-	-
35	TroL-7B	54.7	No	TroL: Traversal of Layers for Large Language and...	2024-06-18	Code
36	Mini-Gemini	53	No	Mini-Gemini: Mining the Potential of Multi-modal...	2024-03-27	Code
37	CogVLM(Vicuna-7B)	52.8	No	CogVLM: Visual Expert for Pretrained Language Mo...	2023-11-06	Code
38	CogAgent	52.8	No	CogAgent: A Visual Language Model for GUI Agents	2023-12-14	Code
39	Qwen2-VL-2B (finetuned on GAP-VQA train)	52.43	No	Gamified crowd-sourcing of high-quality data for...	2024-10-05	-
40	InternVL2-26B (SGP, token ratio 9%)	52.1	No	A Stitch in Time Saves Nine: Small VLM is a Prec...	2024-12-04	Code
41	MM1.5-30B	52	No	MM1.5: Methods, Analysis & Insights from Multimo...	2024-09-30	-
42	MiniCPM-Llama3-V-2.5-8B (finetuned on GAP-VQA train)	51.789	No	Gamified crowd-sourcing of high-quality data for...	2024-10-05	-
43	IXC-2.5-7B	51.7	No	InternLM-XComposer-2.5: A Versatile Large Vision...	2024-07-03	Code
44	InternLM-XComposer2	51.2	No	InternLM-XComposer2: Mastering Free-form Text-Im...	2024-01-29	Code
45	Lyra-Mini	51.2	No	Lyra: An Efficient and Speech-Centric Framework ...	2024-12-12	Code
46	CuMo-7B	51	No	CuMo: Scaling Multimodal LLM with Co-Upcycled Mi...	2024-05-09	Code
47	TACO (Qwen2-7B / SigLIP)	50.9	No	TACO: Learning Multi-modal Action Models with Sy...	2024-12-07	Code
48	Qwen-VL-Chat (+ SFT (GPT-4V in VLFeedback))	50.7	No	VLFeedback: A Large-Scale AI Feedback Dataset fo...	2024-10-12	-
49	POINTS-9B	50	No	POINTS: Improving Your Vision-language Model wit...	2024-09-07	-
50	VILA^2-8B	50	No	VILA$^2$: VILA Augmented VILA	2024-07-24	-
51	Janus-Pro-7B	50	No	Janus-Pro: Unified Multimodal Understanding and ...	2025-01-29	Code
52	Silkie	49.9	No	Silkie: Preference Distillation for Large Visual...	2023-12-17	-
53	Silkie (Qwen-VL-Chat + DPO w/ VLFeedback)	49.9	No	VLFeedback: A Large-Scale AI Feedback Dataset fo...	2024-10-12	-
54	Qwen2-VL-2B	49.5	No	Qwen2-VL: Enhancing Vision-Language Model's Perc...	2024-09-18	Code
55	FlashSloth-HD	49	No	FlashSloth: Lightning Multimodal Large Language ...	2024-12-05	Code
56	InternVL 1.2	48.9	No	How Far Are We to GPT-4V? Closing the Gap to Com...	2024-04-25	Code
57	SEA-PRIME (Vicuna-13B)	48.8	No	SEA: Supervised Embedding Alignment for Token-Le...	2024-08-21	-
58	InternVL2.5-1B	48.8	No	Expanding Performance Boundaries of Open-Source ...	2024-12-06	Code
59	MM1-30B-Chat	48.7	No	MM1: Methods, Analysis & Insights from Multimoda...	2024-03-14	-
60	SETOKIM (13B)	48.7	No	Towards Semantic Equivalence of Tokenization in ...	2024-06-07	-
61	Emu2-Chat	48.5	No	Generative Multimodal Models are In-Context Lear...	2023-12-20	Code
62	MG-LLaVA(34B)	48.5	No	MG-LLaVA: Towards Multi-Granularity Visual Instr...	2024-06-25	Code
63	SPHINX-Plus	47.9	No	SPHINX-X: Scaling Data and Parameters for a Fami...	2024-02-08	Code
64	ConvLLaVA	45.9	No	ConvLLaVA: Hierarchical Backbones as Visual Enco...	2024-05-24	Code
65	VILA-13B	45.7	No	VILA: On Pre-training for Visual Language Models	2023-12-12	Code
66	TACO (LLaMA3-8B / SigLIP)	45.7	No	TACO: Learning Multi-modal Action Models with Sy...	2024-12-07	Code
67	HPT 1.5 Edge	45.3	No	-	-	-
68	TACO (LLaMA3-8B / CLIP)	45.2	No	TACO: Learning Multi-modal Action Models with Sy...	2024-12-07	Code
69	LLaVA-v1.6 (7B, w/ STIC)	45	No	Enhancing Large Vision Language Models with Self...	2024-05-30	Code
70	H2OVL-Mississippi-2B	44.7	No	H2OVL-Mississippi Vision Language Models Technic...	2024-10-17	-
71	PIIP-LLaVA (Vicuna-7B, ConvNeXt-L, CLIP-L )	44.7	No	Parameter-Inverted Image Pyramid Networks for Vi...	2025-01-14	Code
72	Imp-4B	44.6	No	Imp: Highly Capable Large Multimodal Models for ...	2024-05-20	Code
73	LLaVA-Next-Mistral-7b (+ DPO w/ VLFeedback)	44.2	No	VLFeedback: A Large-Scale AI Feedback Dataset fo...	2024-10-12	-
74	MGM-7B+RP	44.1	No	Img-Diff: Contrastive Data Synthesis for Multimo...	2024-08-08	-
75	LLaVA-Next-Vicuna-7b (+ DPO w/ VLFeedback)	44.1	No	VLFeedback: A Large-Scale AI Feedback Dataset fo...	2024-10-12	-
76	VW-LMM	44	No	Multi-modal Auto-regressive Modeling via Visual ...	2024-03-12	Code
77	MoAI	43.7	No	MoAI: Mixture of All Intelligence for Large Lang...	2024-03-12	Code
78	MM1-3B-Chat	43.7	No	MM1: Methods, Analysis & Insights from Multimoda...	2024-03-14	-
79	MM1.5-3B-MoE	43.7	No	MM1.5: Methods, Analysis & Insights from Multimo...	2024-09-30	-
80	Imp-3B	43.3	No	Imp: Highly Capable Large Multimodal Models for ...	2024-05-20	Code
81	ShareGPT4V-13B	43.1	No	ShareGPT4V: Improving Large Multi-Modal Models w...	2023-11-21	Code
82	Mini-Gemini (+MoCa)	42.9	No	Deciphering Cross-Modal Alignment in Large Visio...	2024-10-09	Code
83	MM1.5-7B	42.2	No	MM1.5: Methods, Analysis & Insights from Multimo...	2024-09-30	-
84	MM1-7B-Chat	42.1	No	MM1: Methods, Analysis & Insights from Multimoda...	2024-03-14	-
85	FlashSloth	41.9	No	FlashSloth: Lightning Multimodal Large Language ...	2024-12-05	Code
86	DeepSeek-VL	41.5	No	DeepSeek-VL: Towards Real-World Vision-Language ...	2024-03-08	Code
87	LaVA1.5-13B-BPO	41.4	No	Strengthening Multimodal Large Language Model wi...	2024-03-13	-
88	ASMv2	41.3	No	The All-Seeing Project V2: Towards General Relat...	2024-02-29	Code
89	FocusLLaVA	41.3	No	FocusLLaVA: A Coarse-to-Fine Approach for Effici...	2024-11-21	-
90	SeVa-13B	41	No	Self-Supervised Visual Preference Alignment	2024-04-16	Code
91	MM1.5-3B	41	No	MM1.5: Methods, Analysis & Insights from Multimo...	2024-09-30	-
92	LLaVA-1.5-7B (VG-S)	40.4	No	ProVision: Programmatically Scaling Vision-centr...	2024-12-09	Code
93	CoLLaVO	40.3	No	CoLLaVO: Crayon Large Language and Vision mOdel	2024-02-17	Code
94	SPHINX-2k	40.2	No	SPHINX: The Joint Mixing of Weights, Tasks, and ...	2023-11-13	Code
95	LLaVA-1.5 (LVIS-Instrcut4V)	40.2	No	To See is to Believe: Prompting GPT-4V for Bette...	2023-11-13	Code
96	mPLUG-Owl3	40.1	No	mPLUG-Owl3: Towards Long Image-Sequence Understa...	2024-08-09	Code
97	Mono-InternVL-2B	40.1	No	Mono-InternVL: Pushing the Boundaries of Monolit...	2024-10-10	-
98	LLaVA1.5-13B-MDA	39.9	No	Looking Beyond Text: Reducing Language bias in L...	2024-11-21	-
99	LLaVA-VT (Vicuna-13B)	39.8	No	Beyond Embeddings: The Promise of Visual Table i...	2024-03-27	Code
100	MM1.5-1B-MoE	39.8	No	MM1.5: Methods, Analysis & Insights from Multimo...	2024-09-30	-
101	Janus-Pro-1B	39.8	No	Janus-Pro: Unified Multimodal Understanding and ...	2025-01-29	Code
102	SQ-LLaVA∗	39.7	No	SQ-LLaVA: Self-Questioning for Large Vision-Lang...	2024-03-17	Code
103	OmniFusion (grid split + ruDocVQA)	39.4	No	OmniFusion Technical Report	2024-04-09	-
104	DeepStack-L-HD (Vicuna-13B)	39.3	No	DeepStack: Deeply Stacking Visual Tokens is Surp...	2024-06-06	-
105	LAF-13B	38.9	No	From Training-Free to Adaptive: Empirical Insigh...	2024-01-31	-
106	InfiMM-HD	38.9	No	InfiMM-HD: A Leap Forward in High-Resolution Mul...	2024-03-03	-
107	InternLM-XC2 + MMDU-45k	38.8	No	MMDU: A Multi-Turn Multi-Image Dialog Understand...	2024-06-17	Code
108	LLaVA-1.5-7B (DC-S)	38.5	No	ProVision: Programmatically Scaling Vision-centr...	2024-12-09	Code
109	LayoutLMv3+ConvNeXt+CLIP	38.4	No	MouSi: Poly-Visual-Expert Vision-Language Models	2024-01-30	Code
110	VOLCANO 13B	38	No	Volcano: Mitigating Multimodal Hallucination thr...	2023-11-13	Code
111	LLaVA-1.5+MMInstruct (Vicuna-13B)	37.9	No	MMInstruct: A High-Quality Multi-Modal Instructi...	2024-07-22	Code
112	LLaVA-1.5-13B (+CSR)	37.8	No	Calibrated Self-Rewarding Vision Language Models	2024-05-23	Code
113	LLaVA-1.5-LLaMA3-8B	37.8	No	What If We Recaption Billions of Web Images with...	2024-06-12	-
114	LLaVA-1.5 + DenseFusion-1M (Vicuna-7B)	37.8	No	DenseFusion-1M: Merging Vision Experts for Compr...	2024-07-11	Code
115	ShareGPT4V-7B	37.6	No	ShareGPT4V: Improving Large Multi-Modal Models w...	2023-11-21	Code
116	LLaVA-1.5+CoS	37.6	No	Chain-of-Spot: Interactive Reasoning Improves La...	2024-03-19	Code
117	LLaVA-COCO-13B	37.5	No	COCO is "ALL'' You Need for Visual Instruction F...	2024-01-17	-
118	LLaVA-S^2 + DenseFusion-1M (Vicuna-7B)	37.5	No	DenseFusion-1M: Merging Vision Experts for Compr...	2024-07-11	Code
119	MM1.5-1B	37.4	No	MM1.5: Methods, Analysis & Insights from Multimo...	2024-09-30	-
120	Dynamic-LLaVA-13B	37.3	No	Dynamic-LLaVA: Efficient Multimodal Large Langua...	2024-12-01	Code
121	SeVa-7B	37.2	No	Self-Supervised Visual Preference Alignment	2024-04-16	Code
122	SoM-LLaVA-1.5-T	37.2	No	List Items One by One: A New Data Source and Lea...	2024-04-25	Code
123	Emu3	37.2	No	Emu3: Next-Token Prediction is All You Need	2024-09-27	Code
124	LLaVA-Instruct (Vicuna-1.5-13B)	37.1	No	MM-Instruct: Generated Visual Instructions for L...	2024-06-28	Code
125	ILLUME	37	No	ILLUME: Illuminating Your LLMs to See, Draw, and...	2024-12-09	-
126	LLaVA1.5-7B-BPO	36.8	No	Strengthening Multimodal Large Language Model wi...	2024-03-13	-
127	LLaVA-1.5-13B (+ MMFuser)	36.6	No	MMFuser: Multimodal Multi-Layer Feature Fuser fo...	2024-10-15	Code
128	CaMML-13B	36.4	No	CaMML: Context-Aware Multimodal Learner for Larg...	2024-01-06	Code
129	LLaVA-65B (Data Mixing)	36.4	No	An Empirical Study of Scaling Instruct-Tuned Lar...	2023-09-18	Code
130	Vary-base	36.2	No	Vary: Scaling up the Vision Vocabulary for Large...	2023-12-11	Code
131	StableLLaVA	36.1	No	StableLLaVA: Enhanced Visual Instruction Tuning ...	2023-08-20	Code
132	DreamLLM-7B	35.9	No	DreamLLM: Synergistic Multimodal Comprehension a...	2023-09-20	Code
133	MoE-LLaVA-2.7B×4-Top2	35.9	No	MoE-LLaVA: Mixture of Experts for Large Vision-L...	2024-01-29	Code
134	SoM-LLaVA-1.5	35.9	No	List Items One by One: A New Data Source and Lea...	2024-04-25	Code
135	Dragonfly (Llama3-8B)	35.9	No	Dragonfly: Multi-Resolution Zoom-In Encoding Enh...	2024-06-03	Code
136	Ferret-v2-13B	35.7	No	Ferret-v2: An Improved Baseline for Referring an...	2024-04-11	Code
137	AlignGPT (Vicuna-13B)	35.6	No	AlignGPT: Multi-modal Large Language Models with...	2024-05-23	-
138	LLaVA-HR-X	35.5	No	Feast Your Eyes: Mixture-of-Resolution Adaptatio...	2024-03-05	Code
139	SQ-LLaVA	35.5	No	SQ-LLaVA: Self-Questioning for Large Vision-Lang...	2024-03-17	Code
140	LOVA$^3$	35.2	No	LOVA3: Learning to Visual Question Answering, As...	2024-05-23	Code
141	LLaVA-InternLM2-7B-ViT + MoSLoRA	35.2	No	Mixture-of-Subspaces in Low-Rank Adaptation	2024-06-16	Code
142	InternLM2+ViT (QMoSLoRA)	35.2	No	Mixture-of-Subspaces in Low-Rank Adaptation	2024-06-16	Code
143	LLaVA1.5-7B-MDA	35.2	No	Looking Beyond Text: Reducing Language bias in L...	2024-11-21	-
144	Mipha-3B+	35.1	No	Rethinking Visual Prompting for Multimodal Large...	2024-07-05	-
145	Merlin	34.9	No	Merlin:Empowering Multimodal LLMs with Foresight...	2023-11-30	-
146	Arcana	34.8	No	Improving Multi-modal Large Language Model throu...	2024-10-17	-
147	INF-LLaVA	34.5	No	INF-LLaVA: Dual-perspective Perception for High-...	2024-07-23	Code
148	LLaVA-1.5+MMInstruct (Vicuna-7B)	34.4	No	MMInstruct: A High-Quality Multi-Modal Instructi...	2024-07-22	Code
149	Janus	34.3	No	Janus: Decoupling Visual Encoding for Unified Mu...	2024-10-17	Code
150	LLaVA-TokenPacker (Vicuna-13B)	34.1	No	TokenPacker: Efficient Visual Projector for Mult...	2024-07-02	Code
151	γ-MoD-LLaVA-HR	34	No	$γ-$MoD: Exploring Mixture-of-Depth Adaptation f...	2024-10-17	-
152	LLaVA-1.5-7B (CSR)	33.9	No	Calibrated Self-Rewarding Vision Language Models	2024-05-23	Code
153	DynMOE-LLaVA	33.6	No	Dynamic Mixture of Experts: An Auto-Tuning Appro...	2024-05-23	Code
154	Imp-2B	33.5	No	Imp: Highly Capable Large Multimodal Models for ...	2024-05-20	Code
155	InfMLLM-7B-Chat	33.4	No	InfMLLM: A Unified Framework for Visual-Language...	2023-11-12	Code
156	Video-LaVIT	33.2	No	Video-LaVIT: Unified Video-Language Pre-training...	2024-02-05	Code
157	LLaVA-Instruct (Vicuna-1.5-7B)	32.9	No	MM-Instruct: Generated Visual Instructions for L...	2024-06-28	Code
158	VisionZip (Retain 128 Tokens, fine-tuning)	32.9	No	VisionZip: Longer is Better but Not Necessary in...	2024-12-05	Code
159	Uni-MoE	32.8	No	Uni-MoE: Scaling Unified Multimodal LLMs with Mi...	2024-05-18	Code
160	VL-Mamba (Mamba LLM-2.8B)	32.6	No	VL-Mamba: Exploring State Space Models for Multi...	2024-03-20	-
161	LLaVA-v1.5 (7B, w/ STIC)	32.6	No	Enhancing Large Vision Language Models with Self...	2024-05-30	Code
162	VisionZip (Retain 192 Tokens, fine-tuning)	32.6	No	VisionZip: Longer is Better but Not Necessary in...	2024-12-05	Code
163	VisionZip (Retain 128 Tokens)	32.6	No	VisionZip: Longer is Better but Not Necessary in...	2024-12-05	Code
164	LLaVA-v1.5 (+MoCa)	32.2	No	Deciphering Cross-Modal Alignment in Large Visio...	2024-10-09	Code
165	Dynamic-LLaVA-7B	32.2	No	Dynamic-LLaVA: Efficient Multimodal Large Langua...	2024-12-01	Code
166	Mipha-3B	32.1	No	Mipha: A Comprehensive Overhaul of Multimodal As...	2024-03-10	Code
167	VOLCANO 7B	32	No	Volcano: Mitigating Multimodal Hallucination thr...	2023-11-13	Code
168	Video-LLaVA	32	No	Video-LLaVA: Learning United Visual Representati...	2023-11-16	Code
169	TinyLLaVA-share-Sig-Ph	32	No	TinyLLaVA: A Framework of Small-scale Large Mult...	2024-02-22	Code
170	LLaVA-VT (Vicuna-7B)	31.8	No	Beyond Embeddings: The Promise of Visual Table i...	2024-03-27	Code
171	VisionZip (Retain 192 Tokens)	31.7	No	VisionZip: Longer is Better but Not Necessary in...	2024-12-05	Code
172	VisionZip (Retain 64 Tokens)	31.7	No	VisionZip: Longer is Better but Not Necessary in...	2024-12-05	Code
173	LLaVA-1.5-7B (+ SIMA)	31.6	No	Enhancing Visual-Language Modality Alignment in ...	2024-05-24	Code
174	MiCo-Chat-7B	31.4	No	Explore the Limits of Omni-modal Pretraining at ...	2024-06-13	Code
175	LLaVA-1.5-7B + TeamLoRA	31.2	No	TeamLoRA: Boosting Low-Rank Adaptation with Expe...	2024-08-19	Code
176	RoboCodeX-13B	31	No	RoboCodeX: Multimodal Code Generation for Roboti...	2024-02-25	-
177	HyperLLaVA	31	No	HyperLLaVA: Dynamic Visual and Language Expert T...	2024-03-20	Code
178	FAST (Vicuna-7B)	31	No	Visual Agents as Fast and Slow Thinkers	2024-08-16	Code
179	JanusFlow	30.9	No	JanusFlow: Harmonizing Autoregression and Rectif...	2024-11-12	Code
180	AlignGPT (Vicuna-7B)	30.8	No	AlignGPT: Multi-modal Large Language Models with...	2024-05-23	-
181	LLaVolta	30.7	No	Efficient Large Multi-modal Models via Visual Co...	2024-06-28	Code
182	LLaVA-AlignedVQ	30.7	No	Aligned Vector Quantization for Edge-Cloud Colla...	2024-11-08	-
183	LLaVA-1.5-HACL	30.4	No	Hallucination Augmented Contrastive Learning for...	2023-12-12	Code
184	MaVEn	30.4	No	MaVEn: An Effective Multi-granularity Hybrid Vis...	2024-08-22	-
185	VisionZip (Retain 64 Tokens, fine-tuning)	30.2	No	VisionZip: Longer is Better but Not Necessary in...	2024-12-05	Code
186	H2OVL-Mississippi-0.8B	30	No	H2OVL-Mississippi Vision Language Models Technic...	2024-10-17	-
187	RoboMamba	29.7	No	RoboMamba: Efficient Vision-Language-Action Mode...	2024-06-06	-
188	LLaVA-TokenPacker (Vicuna-7B)	29.6	No	TokenPacker: Efficient Visual Projector for Mult...	2024-07-02	Code
189	OneLLM-7B	29.1	No	OneLLM: One Framework to Align All Modalities wi...	2023-12-06	Code
190	LLaVA-OneVision-0.5B	29.1	No	LLaVA-OneVision: Easy Visual Task Transfer	2024-08-06	Code
191	Vary-toy	29	No	Small Language Model Meets with Reinforced Visio...	2024-01-23	-
192	LLaVA-Phi	28.9	No	LLaVA-Phi: Efficient Multi-Modal Assistant with ...	2024-01-04	Code
193	MMAR-7B	27.8	No	MMAR: Towards Lossless Multi-Modal Auto-Regressi...	2024-10-14	-
194	SEAL (7B)	27.7	No	V*: Guided Visual Search as a Core Mechanism in ...	2023-12-21	Code
195	OtterHD-8B	26.3	No	OtterHD: A High-Resolution Multi-modality Model	2023-11-07	Code
196	TGA-7B	25.6	No	Cross-Modal Safety Mechanism Transfer in Large V...	2024-10-16	-
197	LinVT	23.5	No	LinVT: Empower Your Image-level Large Language M...	2024-12-06	Code
198	Xmodel-VLM (Xmodel-LM 1.1B)	21.8	No	Xmodel-VLM: A Simple Baseline for Multimodal Vis...	2024-05-15	Code
199	TextBind	19.4	No	TextBind: Multi-turn Interleaved Multimodal Inst...	2023-09-14	Code
200	MMAR-0.5B	18.49	No	MMAR: Towards Lossless Multi-Modal Auto-Regressi...	2024-10-14	-

#1MMCTAgent (GPT-4 + GPT-4V)SOTA
74.24
GPT-4 score· 2024-05-28
MMCTAgent: Multi-modal Critical Thinking Agent Framework for Complex Visual Reasoning
#2Qwen2-VL-72B
74
GPT-4 score· 2024-09-18
Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution Code
#3InternVL2.5-78B
72.3
GPT-4 score· 2024-12-06
Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Code
#4GPT-4o +text rationale +IoTSOTA
72.2
GPT-4 score· 2024-05-22
Image-of-Thought Prompting for Visual Reasoning Refinement in Multimodal Large Language Models
#5Lyra-Pro
71.4
GPT-4 score· 2024-12-12
Lyra: An Efficient and Speech-Centric Framework for Omni-Cognition Code
#6GLM-4V-Plus
71.1
GPT-4 score· 2024-08-29
CogVLM2: Visual Language Models for Image and Video Understanding Code
#7Phantom-7B
70.8
GPT-4 score· 2024-09-23
Phantom of Latent for Large Language and Vision Models Code
#8InternVL2.5-38B
68.8
GPT-4 score· 2024-12-06
Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Code
#9InternVL2-26B (SGP, token ratio 64%)
65.6
GPT-4 score· 2024-12-04
A Stitch in Time Saves Nine: Small VLM is a Precise Guidance for Accelerating Large VLMs Code
#10Baichuan-Omni (7B)
65.4
GPT-4 score· 2024-10-11
Baichuan-Omni Technical Report Code
#11InternVL2.5-26B
65
GPT-4 score· 2024-12-06
Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Code
#12Qwen2-VL-7B (finetuned on GAP-VQA train)
64.954
GPT-4 score· 2024-10-05
Gamified crowd-sourcing of high-quality data for visual fine-tuning
#13InternVL2-Llama3-76B
64.4
GPT-4 score
No paper
#14GLM4 VisionSOTA
63.9
GPT-4 score· 2023-11-06
CogVLM: Visual Expert for Pretrained Language Models Code
#15LLaVA-OneVision-72B
63.7
GPT-4 score· 2024-08-06
LLaVA-OneVision: Easy Visual Task Transfer Code
#16Lyra-Base
63.5
GPT-4 score· 2024-12-12
Lyra: An Efficient and Speech-Centric Framework for Omni-Cognition Code
#17InternVL2-26B (SGP, token ratio 35%)
63.2
GPT-4 score· 2024-12-04
A Stitch in Time Saves Nine: Small VLM is a Precise Guidance for Accelerating Large VLMs Code
#18InternVL 1.5
62.8
GPT-4 score· 2024-04-25
How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites Code
#19InternVL2.5-8B
62.8
GPT-4 score· 2024-12-06
Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Code
#20MAmmoTH-VL-8B
62.3
GPT-4 score· 2024-12-06
MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at Scale Code
#21Qwen2-VL-7B
62
GPT-4 score· 2024-09-18
Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution Code
#22InternVL2-40B
61.8
GPT-4 score
No paper
#23Mini-Gemini-HD-BS
60.8
GPT-4 score· 2024-03-27
Mini-Gemini: Mining the Potential of Multi-modality Vision Language Models Code
#24InternVL2.5-2B
60.8
GPT-4 score· 2024-12-06
Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Code
#25MAmmoTH-VL-8B (SI)
60.6
GPT-4 score· 2024-12-06
MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at Scale Code
#26InternVL2.5-4B
60.6
GPT-4 score· 2024-12-06
Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Code
#27Mini-Gemini-HD
59.3
GPT-4 score· 2024-03-27
Mini-Gemini: Mining the Potential of Multi-modality Vision Language Models Code
#28GLM-4V-9B
58
GPT-4 score· 2024-08-29
CogVLM2: Visual Language Models for Image and Video Understanding Code
#29LLaVA-OneVision-7B
57.5
GPT-4 score· 2024-08-06
LLaVA-OneVision: Easy Visual Task Transfer Code
#30LLaVA-NeXT-34B
57.4
GPT-4 score
No paper
#31Meteor
57.3
GPT-4 score· 2024-05-24
Meteor: Mamba-based Traversal of Rationale for Large Language and Vision Models Code
#32CROME (Vicuna-13B)
55.1
GPT-4 score· 2024-08-13
CROME: Cross-Modal Adapters for Efficient Multimodal LLM
#33IXC2-4KHD
54.9
GPT-4 score· 2024-04-09
InternLM-XComposer2-4KHD: A Pioneering Large Vision-Language Model Handling Resolutions from 336 Pixels to 4K HD Code
#34Weitu-VL-1.0
54.7
GPT-4 score
No paper
#35TroL-7B
54.7
GPT-4 score· 2024-06-18
TroL: Traversal of Layers for Large Language and Vision Models Code
#36Mini-Gemini
53
GPT-4 score· 2024-03-27
Mini-Gemini: Mining the Potential of Multi-modality Vision Language Models Code
#37CogVLM(Vicuna-7B)
52.8
GPT-4 score· 2023-11-06
CogVLM: Visual Expert for Pretrained Language Models Code
#38CogAgent
52.8
GPT-4 score· 2023-12-14
CogAgent: A Visual Language Model for GUI Agents Code
#39Qwen2-VL-2B (finetuned on GAP-VQA train)
52.43
GPT-4 score· 2024-10-05
Gamified crowd-sourcing of high-quality data for visual fine-tuning
#40InternVL2-26B (SGP, token ratio 9%)
52.1
GPT-4 score· 2024-12-04
A Stitch in Time Saves Nine: Small VLM is a Precise Guidance for Accelerating Large VLMs Code
#41MM1.5-30B
52
GPT-4 score· 2024-09-30
MM1.5: Methods, Analysis & Insights from Multimodal LLM Fine-tuning
#42MiniCPM-Llama3-V-2.5-8B (finetuned on GAP-VQA train)
51.789
GPT-4 score· 2024-10-05
Gamified crowd-sourcing of high-quality data for visual fine-tuning
#43IXC-2.5-7B
51.7
GPT-4 score· 2024-07-03
InternLM-XComposer-2.5: A Versatile Large Vision Language Model Supporting Long-Contextual Input and Output Code
#44InternLM-XComposer2
51.2
GPT-4 score· 2024-01-29
InternLM-XComposer2: Mastering Free-form Text-Image Composition and Comprehension in Vision-Language Large Model Code
#45Lyra-Mini
51.2
GPT-4 score· 2024-12-12
Lyra: An Efficient and Speech-Centric Framework for Omni-Cognition Code
#46CuMo-7B
51
GPT-4 score· 2024-05-09
CuMo: Scaling Multimodal LLM with Co-Upcycled Mixture-of-Experts Code
#47TACO (Qwen2-7B / SigLIP)
50.9
GPT-4 score· 2024-12-07
TACO: Learning Multi-modal Action Models with Synthetic Chains-of-Thought-and-Action Code
#48Qwen-VL-Chat (+ SFT (GPT-4V in VLFeedback))
50.7
GPT-4 score· 2024-10-12
VLFeedback: A Large-Scale AI Feedback Dataset for Large Vision-Language Models Alignment
#49POINTS-9B
50
GPT-4 score· 2024-09-07
POINTS: Improving Your Vision-language Model with Affordable Strategies
#50VILA^2-8B
50
GPT-4 score· 2024-07-24
VILA$^2$: VILA Augmented VILA
#51Janus-Pro-7B
50
GPT-4 score· 2025-01-29
Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling Code
#52Silkie
49.9
GPT-4 score· 2023-12-17
Silkie: Preference Distillation for Large Visual Language Models
#53Silkie (Qwen-VL-Chat + DPO w/ VLFeedback)
49.9
GPT-4 score· 2024-10-12
VLFeedback: A Large-Scale AI Feedback Dataset for Large Vision-Language Models Alignment
#54Qwen2-VL-2B
49.5
GPT-4 score· 2024-09-18
Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution Code
#55FlashSloth-HD
49
GPT-4 score· 2024-12-05
FlashSloth: Lightning Multimodal Large Language Models via Embedded Visual Compression Code
#56InternVL 1.2
48.9
GPT-4 score· 2024-04-25
How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites Code
#57SEA-PRIME (Vicuna-13B)
48.8
GPT-4 score· 2024-08-21
SEA: Supervised Embedding Alignment for Token-Level Visual-Textual Integration in MLLMs
#58InternVL2.5-1B
48.8
GPT-4 score· 2024-12-06
Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Code
#59MM1-30B-Chat
48.7
GPT-4 score· 2024-03-14
MM1: Methods, Analysis & Insights from Multimodal LLM Pre-training
#60SETOKIM (13B)
48.7
GPT-4 score· 2024-06-07
Towards Semantic Equivalence of Tokenization in Multimodal LLM
#61Emu2-Chat
48.5
GPT-4 score· 2023-12-20
Generative Multimodal Models are In-Context Learners Code
#62MG-LLaVA(34B)
48.5
GPT-4 score· 2024-06-25
MG-LLaVA: Towards Multi-Granularity Visual Instruction Tuning Code
#63SPHINX-Plus
47.9
GPT-4 score· 2024-02-08
SPHINX-X: Scaling Data and Parameters for a Family of Multi-modal Large Language Models Code
#64ConvLLaVA
45.9
GPT-4 score· 2024-05-24
ConvLLaVA: Hierarchical Backbones as Visual Encoder for Large Multimodal Models Code
#65VILA-13B
45.7
GPT-4 score· 2023-12-12
VILA: On Pre-training for Visual Language Models Code
#66TACO (LLaMA3-8B / SigLIP)
45.7
GPT-4 score· 2024-12-07
TACO: Learning Multi-modal Action Models with Synthetic Chains-of-Thought-and-Action Code
#67HPT 1.5 Edge
45.3
GPT-4 score
No paper
#68TACO (LLaMA3-8B / CLIP)
45.2
GPT-4 score· 2024-12-07
TACO: Learning Multi-modal Action Models with Synthetic Chains-of-Thought-and-Action Code
#69LLaVA-v1.6 (7B, w/ STIC)
45
GPT-4 score· 2024-05-30
Enhancing Large Vision Language Models with Self-Training on Image Comprehension Code
#70H2OVL-Mississippi-2B
44.7
GPT-4 score· 2024-10-17
H2OVL-Mississippi Vision Language Models Technical Report
#71PIIP-LLaVA (Vicuna-7B, ConvNeXt-L, CLIP-L )
44.7
GPT-4 score· 2025-01-14
Parameter-Inverted Image Pyramid Networks for Visual Perception and Multimodal Understanding Code
#72Imp-4B
44.6
GPT-4 score· 2024-05-20
Imp: Highly Capable Large Multimodal Models for Mobile Devices Code
#73LLaVA-Next-Mistral-7b (+ DPO w/ VLFeedback)
44.2
GPT-4 score· 2024-10-12
VLFeedback: A Large-Scale AI Feedback Dataset for Large Vision-Language Models Alignment
#74MGM-7B+RP
44.1
GPT-4 score· 2024-08-08
Img-Diff: Contrastive Data Synthesis for Multimodal Large Language Models
#75LLaVA-Next-Vicuna-7b (+ DPO w/ VLFeedback)
44.1
GPT-4 score· 2024-10-12
VLFeedback: A Large-Scale AI Feedback Dataset for Large Vision-Language Models Alignment
#76VW-LMM
44
GPT-4 score· 2024-03-12
Multi-modal Auto-regressive Modeling via Visual Words Code
#77MoAI
43.7
GPT-4 score· 2024-03-12
MoAI: Mixture of All Intelligence for Large Language and Vision Models Code
#78MM1-3B-Chat
43.7
GPT-4 score· 2024-03-14
MM1: Methods, Analysis & Insights from Multimodal LLM Pre-training
#79MM1.5-3B-MoE
43.7
GPT-4 score· 2024-09-30
MM1.5: Methods, Analysis & Insights from Multimodal LLM Fine-tuning
#80Imp-3B
43.3
GPT-4 score· 2024-05-20
Imp: Highly Capable Large Multimodal Models for Mobile Devices Code
#81ShareGPT4V-13B
43.1
GPT-4 score· 2023-11-21
ShareGPT4V: Improving Large Multi-Modal Models with Better Captions Code
#82Mini-Gemini (+MoCa)
42.9
GPT-4 score· 2024-10-09
Deciphering Cross-Modal Alignment in Large Vision-Language Models with Modality Integration Rate Code
#83MM1.5-7B
42.2
GPT-4 score· 2024-09-30
MM1.5: Methods, Analysis & Insights from Multimodal LLM Fine-tuning
#84MM1-7B-Chat
42.1
GPT-4 score· 2024-03-14
MM1: Methods, Analysis & Insights from Multimodal LLM Pre-training
#85FlashSloth
41.9
GPT-4 score· 2024-12-05
FlashSloth: Lightning Multimodal Large Language Models via Embedded Visual Compression Code
#86DeepSeek-VL
41.5
GPT-4 score· 2024-03-08
DeepSeek-VL: Towards Real-World Vision-Language Understanding Code
#87LaVA1.5-13B-BPO
41.4
GPT-4 score· 2024-03-13
Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization
#88ASMv2
41.3
GPT-4 score· 2024-02-29
The All-Seeing Project V2: Towards General Relation Comprehension of the Open World Code
#89FocusLLaVA
41.3
GPT-4 score· 2024-11-21
FocusLLaVA: A Coarse-to-Fine Approach for Efficient and Effective Visual Token Compression
#90SeVa-13B
41
GPT-4 score· 2024-04-16
Self-Supervised Visual Preference Alignment Code
#91MM1.5-3B
41
GPT-4 score· 2024-09-30
MM1.5: Methods, Analysis & Insights from Multimodal LLM Fine-tuning
#92LLaVA-1.5-7B (VG-S)
40.4
GPT-4 score· 2024-12-09
ProVision: Programmatically Scaling Vision-centric Instruction Data for Multimodal Language Models Code
#93CoLLaVO
40.3
GPT-4 score· 2024-02-17
CoLLaVO: Crayon Large Language and Vision mOdel Code
#94SPHINX-2k
40.2
GPT-4 score· 2023-11-13
SPHINX: The Joint Mixing of Weights, Tasks, and Visual Embeddings for Multi-modal Large Language Models Code
#95LLaVA-1.5 (LVIS-Instrcut4V)
40.2
GPT-4 score· 2023-11-13
To See is to Believe: Prompting GPT-4V for Better Visual Instruction Tuning Code
#96mPLUG-Owl3
40.1
GPT-4 score· 2024-08-09
mPLUG-Owl3: Towards Long Image-Sequence Understanding in Multi-Modal Large Language Models Code
#97Mono-InternVL-2B
40.1
GPT-4 score· 2024-10-10
Mono-InternVL: Pushing the Boundaries of Monolithic Multimodal Large Language Models with Endogenous Visual Pre-training
#98LLaVA1.5-13B-MDA
39.9
GPT-4 score· 2024-11-21
Looking Beyond Text: Reducing Language bias in Large Vision-Language Models via Multimodal Dual-Attention and Soft-Image Guidance
#99LLaVA-VT (Vicuna-13B)
39.8
GPT-4 score· 2024-03-27
Beyond Embeddings: The Promise of Visual Table in Visual Reasoning Code
#100MM1.5-1B-MoE
39.8
GPT-4 score· 2024-09-30
MM1.5: Methods, Analysis & Insights from Multimodal LLM Fine-tuning
#101Janus-Pro-1B
39.8
GPT-4 score· 2025-01-29
Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling Code
#102SQ-LLaVA∗
39.7
GPT-4 score· 2024-03-17
SQ-LLaVA: Self-Questioning for Large Vision-Language Assistant Code
#103OmniFusion (grid split + ruDocVQA)
39.4
GPT-4 score· 2024-04-09
OmniFusion Technical Report
#104DeepStack-L-HD (Vicuna-13B)
39.3
GPT-4 score· 2024-06-06
DeepStack: Deeply Stacking Visual Tokens is Surprisingly Simple and Effective for LMMs
#105LAF-13B
38.9
GPT-4 score· 2024-01-31
From Training-Free to Adaptive: Empirical Insights into MLLMs' Understanding of Detection Information
#106InfiMM-HD
38.9
GPT-4 score· 2024-03-03
InfiMM-HD: A Leap Forward in High-Resolution Multimodal Understanding
#107InternLM-XC2 + MMDU-45k
38.8
GPT-4 score· 2024-06-17
MMDU: A Multi-Turn Multi-Image Dialog Understanding Benchmark and Instruction-Tuning Dataset for LVLMs Code
#108LLaVA-1.5-7B (DC-S)
38.5
GPT-4 score· 2024-12-09
ProVision: Programmatically Scaling Vision-centric Instruction Data for Multimodal Language Models Code
#109LayoutLMv3+ConvNeXt+CLIP
38.4
GPT-4 score· 2024-01-30
MouSi: Poly-Visual-Expert Vision-Language Models Code
#110VOLCANO 13B
38
GPT-4 score· 2023-11-13
Volcano: Mitigating Multimodal Hallucination through Self-Feedback Guided Revision Code
#111LLaVA-1.5+MMInstruct (Vicuna-13B)
37.9
GPT-4 score· 2024-07-22
MMInstruct: A High-Quality Multi-Modal Instruction Tuning Dataset with Extensive Diversity Code
#112LLaVA-1.5-13B (+CSR)
37.8
GPT-4 score· 2024-05-23
Calibrated Self-Rewarding Vision Language Models Code
#113LLaVA-1.5-LLaMA3-8B
37.8
GPT-4 score· 2024-06-12
What If We Recaption Billions of Web Images with LLaMA-3?
#114LLaVA-1.5 + DenseFusion-1M (Vicuna-7B)
37.8
GPT-4 score· 2024-07-11
DenseFusion-1M: Merging Vision Experts for Comprehensive Multimodal Perception Code
#115ShareGPT4V-7B
37.6
GPT-4 score· 2023-11-21
ShareGPT4V: Improving Large Multi-Modal Models with Better Captions Code
#116LLaVA-1.5+CoS
37.6
GPT-4 score· 2024-03-19
Chain-of-Spot: Interactive Reasoning Improves Large Vision-Language Models Code
#117LLaVA-COCO-13B
37.5
GPT-4 score· 2024-01-17
COCO is "ALL'' You Need for Visual Instruction Fine-tuning
#118LLaVA-S^2 + DenseFusion-1M (Vicuna-7B)
37.5
GPT-4 score· 2024-07-11
DenseFusion-1M: Merging Vision Experts for Comprehensive Multimodal Perception Code
#119MM1.5-1B
37.4
GPT-4 score· 2024-09-30
MM1.5: Methods, Analysis & Insights from Multimodal LLM Fine-tuning
#120Dynamic-LLaVA-13B
37.3
GPT-4 score· 2024-12-01
Dynamic-LLaVA: Efficient Multimodal Large Language Models via Dynamic Vision-language Context Sparsification Code
#121SeVa-7B
37.2
GPT-4 score· 2024-04-16
Self-Supervised Visual Preference Alignment Code
#122SoM-LLaVA-1.5-T
37.2
GPT-4 score· 2024-04-25
List Items One by One: A New Data Source and Learning Paradigm for Multimodal LLMs Code
#123Emu3
37.2
GPT-4 score· 2024-09-27
Emu3: Next-Token Prediction is All You Need Code
#124LLaVA-Instruct (Vicuna-1.5-13B)
37.1
GPT-4 score· 2024-06-28
MM-Instruct: Generated Visual Instructions for Large Multimodal Model Alignment Code
#125ILLUME
37
GPT-4 score· 2024-12-09
ILLUME: Illuminating Your LLMs to See, Draw, and Self-Enhance
#126LLaVA1.5-7B-BPO
36.8
GPT-4 score· 2024-03-13
Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization
#127LLaVA-1.5-13B (+ MMFuser)
36.6
GPT-4 score· 2024-10-15
MMFuser: Multimodal Multi-Layer Feature Fuser for Fine-Grained Vision-Language Understanding Code
#128CaMML-13B
36.4
GPT-4 score· 2024-01-06
CaMML: Context-Aware Multimodal Learner for Large Models Code
#129LLaVA-65B (Data Mixing)SOTA
36.4
GPT-4 score· 2023-09-18
An Empirical Study of Scaling Instruct-Tuned Large Multimodal Models Code
#130Vary-base
36.2
GPT-4 score· 2023-12-11
Vary: Scaling up the Vision Vocabulary for Large Vision-Language Models Code
#131StableLLaVASOTA
36.1
GPT-4 score· 2023-08-20
StableLLaVA: Enhanced Visual Instruction Tuning with Synthesized Image-Dialogue Data Code
#132DreamLLM-7B
35.9
GPT-4 score· 2023-09-20
DreamLLM: Synergistic Multimodal Comprehension and Creation Code
#133MoE-LLaVA-2.7B×4-Top2
35.9
GPT-4 score· 2024-01-29
MoE-LLaVA: Mixture of Experts for Large Vision-Language Models Code
#134SoM-LLaVA-1.5
35.9
GPT-4 score· 2024-04-25
List Items One by One: A New Data Source and Learning Paradigm for Multimodal LLMs Code
#135Dragonfly (Llama3-8B)
35.9
GPT-4 score· 2024-06-03
Dragonfly: Multi-Resolution Zoom-In Encoding Enhances Vision-Language Models Code
#136Ferret-v2-13B
35.7
GPT-4 score· 2024-04-11
Ferret-v2: An Improved Baseline for Referring and Grounding with Large Language Models Code
#137AlignGPT (Vicuna-13B)
35.6
GPT-4 score· 2024-05-23
AlignGPT: Multi-modal Large Language Models with Adaptive Alignment Capability
#138LLaVA-HR-X
35.5
GPT-4 score· 2024-03-05
Feast Your Eyes: Mixture-of-Resolution Adaptation for Multimodal Large Language Models Code
#139SQ-LLaVA
35.5
GPT-4 score· 2024-03-17
SQ-LLaVA: Self-Questioning for Large Vision-Language Assistant Code
#140LOVA$^3$
35.2
GPT-4 score· 2024-05-23
LOVA3: Learning to Visual Question Answering, Asking and Assessment Code
#141LLaVA-InternLM2-7B-ViT + MoSLoRA
35.2
GPT-4 score· 2024-06-16
Mixture-of-Subspaces in Low-Rank Adaptation Code
#142InternLM2+ViT (QMoSLoRA)
35.2
GPT-4 score· 2024-06-16
Mixture-of-Subspaces in Low-Rank Adaptation Code
#143LLaVA1.5-7B-MDA
35.2
GPT-4 score· 2024-11-21
Looking Beyond Text: Reducing Language bias in Large Vision-Language Models via Multimodal Dual-Attention and Soft-Image Guidance
#144Mipha-3B+
35.1
GPT-4 score· 2024-07-05
Rethinking Visual Prompting for Multimodal Large Language Models with External Knowledge
#145Merlin
34.9
GPT-4 score· 2023-11-30
Merlin:Empowering Multimodal LLMs with Foresight Minds
#146Arcana
34.8
GPT-4 score· 2024-10-17
Improving Multi-modal Large Language Model through Boosting Vision Capabilities
#147INF-LLaVA
34.5
GPT-4 score· 2024-07-23
INF-LLaVA: Dual-perspective Perception for High-Resolution Multimodal Large Language Model Code
#148LLaVA-1.5+MMInstruct (Vicuna-7B)
34.4
GPT-4 score· 2024-07-22
MMInstruct: A High-Quality Multi-Modal Instruction Tuning Dataset with Extensive Diversity Code
#149Janus
34.3
GPT-4 score· 2024-10-17
Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation Code
#150LLaVA-TokenPacker (Vicuna-13B)
34.1
GPT-4 score· 2024-07-02
TokenPacker: Efficient Visual Projector for Multimodal LLM Code
#151γ-MoD-LLaVA-HR
34
GPT-4 score· 2024-10-17
$γ-$MoD: Exploring Mixture-of-Depth Adaptation for Multimodal Large Language Models
#152LLaVA-1.5-7B (CSR)
33.9
GPT-4 score· 2024-05-23
Calibrated Self-Rewarding Vision Language Models Code
#153DynMOE-LLaVA
33.6
GPT-4 score· 2024-05-23
Dynamic Mixture of Experts: An Auto-Tuning Approach for Efficient Transformer Models Code
#154Imp-2B
33.5
GPT-4 score· 2024-05-20
Imp: Highly Capable Large Multimodal Models for Mobile Devices Code
#155InfMLLM-7B-Chat
33.4
GPT-4 score· 2023-11-12
InfMLLM: A Unified Framework for Visual-Language Tasks Code
#156Video-LaVIT
33.2
GPT-4 score· 2024-02-05
Video-LaVIT: Unified Video-Language Pre-training with Decoupled Visual-Motional Tokenization Code
#157LLaVA-Instruct (Vicuna-1.5-7B)
32.9
GPT-4 score· 2024-06-28
MM-Instruct: Generated Visual Instructions for Large Multimodal Model Alignment Code
#158VisionZip (Retain 128 Tokens, fine-tuning)
32.9
GPT-4 score· 2024-12-05
VisionZip: Longer is Better but Not Necessary in Vision Language Models Code
#159Uni-MoE
32.8
GPT-4 score· 2024-05-18
Uni-MoE: Scaling Unified Multimodal LLMs with Mixture of Experts Code
#160VL-Mamba (Mamba LLM-2.8B)
32.6
GPT-4 score· 2024-03-20
VL-Mamba: Exploring State Space Models for Multimodal Learning
#161LLaVA-v1.5 (7B, w/ STIC)
32.6
GPT-4 score· 2024-05-30
Enhancing Large Vision Language Models with Self-Training on Image Comprehension Code
#162VisionZip (Retain 192 Tokens, fine-tuning)
32.6
GPT-4 score· 2024-12-05
VisionZip: Longer is Better but Not Necessary in Vision Language Models Code
#163VisionZip (Retain 128 Tokens)
32.6
GPT-4 score· 2024-12-05
VisionZip: Longer is Better but Not Necessary in Vision Language Models Code
#164LLaVA-v1.5 (+MoCa)
32.2
GPT-4 score· 2024-10-09
Deciphering Cross-Modal Alignment in Large Vision-Language Models with Modality Integration Rate Code
#165Dynamic-LLaVA-7B
32.2
GPT-4 score· 2024-12-01
Dynamic-LLaVA: Efficient Multimodal Large Language Models via Dynamic Vision-language Context Sparsification Code
#166Mipha-3B
32.1
GPT-4 score· 2024-03-10
Mipha: A Comprehensive Overhaul of Multimodal Assistant with Small Language Models Code
#167VOLCANO 7B
32
GPT-4 score· 2023-11-13
Volcano: Mitigating Multimodal Hallucination through Self-Feedback Guided Revision Code
#168Video-LLaVA
32
GPT-4 score· 2023-11-16
Video-LLaVA: Learning United Visual Representation by Alignment Before Projection Code
#169TinyLLaVA-share-Sig-Ph
32
GPT-4 score· 2024-02-22
TinyLLaVA: A Framework of Small-scale Large Multimodal Models Code
#170LLaVA-VT (Vicuna-7B)
31.8
GPT-4 score· 2024-03-27
Beyond Embeddings: The Promise of Visual Table in Visual Reasoning Code
#171VisionZip (Retain 192 Tokens)
31.7
GPT-4 score· 2024-12-05
VisionZip: Longer is Better but Not Necessary in Vision Language Models Code
#172VisionZip (Retain 64 Tokens)
31.7
GPT-4 score· 2024-12-05
VisionZip: Longer is Better but Not Necessary in Vision Language Models Code
#173LLaVA-1.5-7B (+ SIMA)
31.6
GPT-4 score· 2024-05-24
Enhancing Visual-Language Modality Alignment in Large Vision Language Models via Self-Improvement Code
#174MiCo-Chat-7B
31.4
GPT-4 score· 2024-06-13
Explore the Limits of Omni-modal Pretraining at Scale Code
#175LLaVA-1.5-7B + TeamLoRA
31.2
GPT-4 score· 2024-08-19
TeamLoRA: Boosting Low-Rank Adaptation with Expert Collaboration and Competition Code
#176RoboCodeX-13B
31
GPT-4 score· 2024-02-25
RoboCodeX: Multimodal Code Generation for Robotic Behavior Synthesis
#177HyperLLaVA
31
GPT-4 score· 2024-03-20
HyperLLaVA: Dynamic Visual and Language Expert Tuning for Multimodal Large Language Models Code
#178FAST (Vicuna-7B)
31
GPT-4 score· 2024-08-16
Visual Agents as Fast and Slow Thinkers Code
#179JanusFlow
30.9
GPT-4 score· 2024-11-12
JanusFlow: Harmonizing Autoregression and Rectified Flow for Unified Multimodal Understanding and Generation Code
#180AlignGPT (Vicuna-7B)
30.8
GPT-4 score· 2024-05-23
AlignGPT: Multi-modal Large Language Models with Adaptive Alignment Capability
#181LLaVolta
30.7
GPT-4 score· 2024-06-28
Efficient Large Multi-modal Models via Visual Context Compression Code
#182LLaVA-AlignedVQ
30.7
GPT-4 score· 2024-11-08
Aligned Vector Quantization for Edge-Cloud Collabrative Vision-Language Models
#183LLaVA-1.5-HACL
30.4
GPT-4 score· 2023-12-12
Hallucination Augmented Contrastive Learning for Multimodal Large Language Model Code
#184MaVEn
30.4
GPT-4 score· 2024-08-22
MaVEn: An Effective Multi-granularity Hybrid Visual Encoding Framework for Multimodal Large Language Model
#185VisionZip (Retain 64 Tokens, fine-tuning)
30.2
GPT-4 score· 2024-12-05
VisionZip: Longer is Better but Not Necessary in Vision Language Models Code
#186H2OVL-Mississippi-0.8B
30
GPT-4 score· 2024-10-17
H2OVL-Mississippi Vision Language Models Technical Report
#187RoboMamba
29.7
GPT-4 score· 2024-06-06
RoboMamba: Efficient Vision-Language-Action Model for Robotic Reasoning and Manipulation
#188LLaVA-TokenPacker (Vicuna-7B)
29.6
GPT-4 score· 2024-07-02
TokenPacker: Efficient Visual Projector for Multimodal LLM Code
#189OneLLM-7B
29.1
GPT-4 score· 2023-12-06
OneLLM: One Framework to Align All Modalities with Language Code
#190LLaVA-OneVision-0.5B
29.1
GPT-4 score· 2024-08-06
LLaVA-OneVision: Easy Visual Task Transfer Code
#191Vary-toy
29
GPT-4 score· 2024-01-23
Small Language Model Meets with Reinforced Vision Vocabulary
#192LLaVA-Phi
28.9
GPT-4 score· 2024-01-04
LLaVA-Phi: Efficient Multi-Modal Assistant with Small Language Model Code
#193MMAR-7B
27.8
GPT-4 score· 2024-10-14
MMAR: Towards Lossless Multi-Modal Auto-Regressive Probabilistic Modeling
#194SEAL (7B)
27.7
GPT-4 score· 2023-12-21
V*: Guided Visual Search as a Core Mechanism in Multimodal LLMs Code
#195OtterHD-8B
26.3
GPT-4 score· 2023-11-07
OtterHD: A High-Resolution Multi-modality Model Code
#196TGA-7B
25.6
GPT-4 score· 2024-10-16
Cross-Modal Safety Mechanism Transfer in Large Vision-Language Models
#197LinVT
23.5
GPT-4 score· 2024-12-06
LinVT: Empower Your Image-level Large Language Model to Understand Videos Code
#198Xmodel-VLM (Xmodel-LM 1.1B)
21.8
GPT-4 score· 2024-05-15
Xmodel-VLM: A Simple Baseline for Multimodal Vision Language Model Code
#199TextBind
19.4
GPT-4 score· 2023-09-14
TextBind: Multi-turn Interleaved Multimodal Instruction-following in the Wild Code
#200MMAR-0.5B
18.49
GPT-4 score· 2024-10-14
MMAR: Towards Lossless Multi-Modal Auto-Regressive Probabilistic Modeling