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Showing 261–270 of 2177 papers

Title	Date	Tasks	Status	Hype
ProVision: Programmatically Scaling Vision-centric Instruction Data for Multimodal Language Models	Dec 9, 2024	Graph GenerationScene Graph Generation	CodeCode Available	1
RSUniVLM: A Unified Vision Language Model for Remote Sensing via Granularity-oriented Mixture of Experts	Dec 7, 2024	Change DetectionImage Comprehension	CodeCode Available	1
MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at Scale	Dec 6, 2024	Multimodal ReasoningVisual Question Answering	CodeCode Available	1
Inst-IT: Boosting Multimodal Instance Understanding via Explicit Visual Prompt Instruction Tuning	Dec 4, 2024	Multimodal Large Language ModelVideo Understanding	CodeCode Available	1
A Stitch in Time Saves Nine: Small VLM is a Precise Guidance for Accelerating Large VLMs	Dec 4, 2024	Visual Question Answering	CodeCode Available	1
Cross-modal Information Flow in Multimodal Large Language Models	Nov 27, 2024	Question AnsweringVisual Question Answering	CodeCode Available	1
Teaching VLMs to Localize Specific Objects from In-context Examples	Nov 20, 2024	ObjectObject Tracking	CodeCode Available	1
A Survey of Medical Vision-and-Language Applications and Their Techniques	Nov 19, 2024	Decision MakingDiagnostic	CodeCode Available	1
BackdoorMBTI: A Backdoor Learning Multimodal Benchmark Tool Kit for Backdoor Defense Evaluation	Nov 17, 2024	Action Recognitionbackdoor defense	CodeCode Available	1
Nearest Neighbor Normalization Improves Multimodal Retrieval	Oct 31, 2024	Cross-Modal RetrievalImage Captioning	CodeCode Available	1

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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