Evaluation and Enhancement of Semantic Grounding in Large
Vision-Language Models

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Evaluation and Enhancement of Semantic Grounding in Large Vision-Language Models

7 September 2023

Jie Yang

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Papers citing "Evaluation and Enhancement of Semantic Grounding in Large Vision-Language Models"

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Title
VaLiD: Mitigating the Hallucination of Large Vision Language Models by Visual Layer Fusion Contrastive Decoding Jiaqi Wang Yifei Gao Jitao Sang MLLM 172 2 0 24 Nov 2024
LVLM-eHub: A Comprehensive Evaluation Benchmark for Large Vision-Language Models Peng Xu Wenqi Shao Kaipeng Zhang Peng Gao Shuo Liu Meng Lei Fanqing Meng Siyuan Huang Yu Qiao Ping Luo ELM MLLM 81 173 0 15 Jun 2023
What You See is What You Read? Improving Text-Image Alignment Evaluation Michal Yarom Yonatan Bitton Soravit Changpinyo Roee Aharoni Jonathan Herzig Oran Lang E. Ofek Idan Szpektor EGVM 97 85 0 17 May 2023
InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning Wenliang Dai Junnan Li Dongxu Li A. M. H. Tiong Junqi Zhao Weisheng Wang Boyang Albert Li Pascale Fung Steven C. H. Hoi MLLM VLM 136 2,095 0 11 May 2023
mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality Qinghao Ye Haiyang Xu Guohai Xu Jiabo Ye Ming Yan ... Junfeng Tian Qiang Qi Ji Zhang Feiyan Huang Jingren Zhou VLM MLLM 288 955 0 27 Apr 2023
PACO: Parts and Attributes of Common Objects Vignesh Ramanathan Anmol Kalia Vladan Petrovic Yiqian Wen Baixue Zheng ... Abhishek Kadian Amir Mousavi Yi-Zhe Song Abhimanyu Dubey D. Mahajan VLM 87 104 0 04 Jan 2023
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering Pan Lu Swaroop Mishra Tony Xia Liang Qiu Kai-Wei Chang Song-Chun Zhu Oyvind Tafjord Peter Clark Ashwin Kalyan ELM ReLM LRM 288 1,296 0 20 Sep 2022
A Prompt Array Keeps the Bias Away: Debiasing Vision-Language Models with Adversarial Learning Hugo Elias Berg S. Hall Yash Bhalgat Wonsuk Yang Hannah Rose Kirk Aleksandar Shtedritski Max Bain VLM 87 101 0 22 Mar 2022
Grounded Language-Image Pre-training Liunian Harold Li Pengchuan Zhang Haotian Zhang Jianwei Yang Chunyuan Li ... Lu Yuan Lei Zhang Lei Li Kai-Wei Chang Jianfeng Gao ObjD VLM 131 1,067 0 07 Dec 2021
Does Vision-and-Language Pretraining Improve Lexical Grounding? Tian Yun Chen Sun Ellie Pavlick VLM CoGe 103 32 0 21 Sep 2021
Confident Learning: Estimating Uncertainty in Dataset Labels Curtis G. Northcutt Lu Jiang Isaac L. Chuang NoLa 155 696 0 31 Oct 2019
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.3K 12,301 0 27 Aug 2019