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Showing 431–440 of 2177 papers

Title	Date	Tasks	Status	Hype
Open-Ended Medical Visual Question Answering Through Prefix Tuning of Language Models	Mar 10, 2023	Language ModelingLanguage Modelling	CodeCode Available	1
BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs	Mar 2, 2023	ArticlesMedical Visual Question Answering	CodeCode Available	1
ConTEXTual Net: A Multimodal Vision-Language Model for Segmentation of Pneumothorax	Mar 2, 2023	DescriptiveImage Captioning	CodeCode Available	1
MixPHM: Redundancy-Aware Parameter-Efficient Tuning for Low-Resource Visual Question Answering	Mar 2, 2023	Mixture-of-ExpertsQuestion Answering	CodeCode Available	1
RAMM: Retrieval-augmented Biomedical Visual Question Answering with Multi-modal Pre-training	Mar 1, 2023	Question AnsweringRetrieval	CodeCode Available	1
Can Pre-trained Vision and Language Models Answer Visual Information-Seeking Questions?	Feb 23, 2023	Open-Domain Question AnsweringQuestion Answering	CodeCode Available	1
Multimodal Federated Learning via Contrastive Representation Ensemble	Feb 17, 2023	Federated LearningImage-text Retrieval	CodeCode Available	1
Towards Unifying Medical Vision-and-Language Pre-training via Soft Prompts	Feb 17, 2023	Image RetrievalImage-text Classification	CodeCode Available	1
Language Quantized AutoEncoders: Towards Unsupervised Text-Image Alignment	Feb 2, 2023	AttributeFew-Shot Image Classification	CodeCode Available	1
Multimodality Representation Learning: A Survey on Evolution, Pretraining and Its Applications	Feb 1, 2023	Question AnsweringRepresentation Learning	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