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Showing 181–190 of 2177 papers

Title	Date	Tasks	Status	Hype	Score
Keeping Yourself is Important in Downstream Tuning Multimodal Large Language Model	Mar 6, 2025	General KnowledgeImage Captioning	CodeCode Available	2	5
Augmenting Multimodal LLMs with Self-Reflective Tokens for Knowledge-based Visual Question Answering	Nov 25, 2024	Question AnsweringVisual Question Answering	CodeCode Available	2	5
LinVT: Empower Your Image-level Large Language Model to Understand Videos	Dec 6, 2024	Language ModelingLanguage Modelling	CodeCode Available	2	5
InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning	May 11, 2023	1 Image, 2*2 StitchingDiversity	CodeCode Available	2	5
Deciphering Cross-Modal Alignment in Large Vision-Language Models with Modality Integration Rate	Oct 9, 2024	cross-modal alignmentVisual Question Answering	CodeCode Available	2	5
Imp: Highly Capable Large Multimodal Models for Mobile Devices	May 20, 2024	QuantizationVisual Question Answering	CodeCode Available	2	5
Beyond Text: Frozen Large Language Models in Visual Signal Comprehension	Mar 12, 2024	DeblurringDecoder	CodeCode Available	2	5
Enhancing Large Vision Language Models with Self-Training on Image Comprehension	May 30, 2024	Image ComprehensionVisual Question Answering	CodeCode Available	2	5
Analyzing and Boosting the Power of Fine-Grained Visual Recognition for Multi-modal Large Language Models	Jan 25, 2025	AttributeContrastive Learning	CodeCode Available	2	5
Grounding-IQA: Multimodal Language Grounding Model for Image Quality Assessment	Nov 26, 2024	Image Quality AssessmentQuestion Answering	CodeCode Available	2	5

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All datasets MM-Vet ViP-Bench VQA v2 test-dev BenchLMM MMBench V*bench VQA v2 val MSRVTT-QA VQA v2 test-std MMHal-Bench MSVD-QA PlotQA-D1

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	MMCTAgent (GPT-4 + GPT-4V)	GPT-4 score	74.24	—	Unverified
2	Qwen2-VL-72B	GPT-4 score	74	—	Unverified
3	InternVL2.5-78B	GPT-4 score	72.3	—	Unverified
4	GPT-4o +text rationale +IoT	GPT-4 score	72.2	—	Unverified
5	Lyra-Pro	GPT-4 score	71.4	—	Unverified
6	GLM-4V-Plus	GPT-4 score	71.1	—	Unverified
7	Phantom-7B	GPT-4 score	70.8	—	Unverified
8	InternVL2.5-38B	GPT-4 score	68.8	—	Unverified
9	InternVL2-26B (SGP, token ratio 64%)	GPT-4 score	65.6	—	Unverified
10	Baichuan-Omni (7B)	GPT-4 score	65.4	—	Unverified