Evaluating Object Hallucination in Large Vision-Language Models

17 May 2023

Papers citing "Evaluating Object Hallucination in Large Vision-Language Models"

35 / 585 papers shown

Title
A Survey of Hallucination in Large Foundation Models Vipula Rawte A. Sheth Amitava Das HILM LRM 23 345 0 12 Sep 2023
Beyond Traditional Teaching: The Potential of Large Language Models and Chatbots in Graduate Engineering Education M. Abedi Ibrahem Alshybani M. Shahadat M. Murillo 43 13 0 09 Sep 2023
CIEM: Contrastive Instruction Evaluation Method for Better Instruction Tuning Hongyu Hu Jiyuan Zhang Minyi Zhao Zhenbang Sun MLLM 25 41 0 05 Sep 2023
Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models Yue Zhang Yafu Li Leyang Cui Deng Cai Lemao Liu ... Longyue Wang A. Luu Wei Bi Freda Shi Shuming Shi RALM LRM HILM 46 520 0 03 Sep 2023
TouchStone: Evaluating Vision-Language Models by Language Models Shuai Bai Shusheng Yang Jinze Bai Peng Wang Xing Zhang Junyang Lin Xinggang Wang Chang Zhou Jingren Zhou MLLM 37 44 0 31 Aug 2023
Evaluation and Analysis of Hallucination in Large Vision-Language Models Junyan Wang Yi Zhou Guohai Xu Pengcheng Shi Chenlin Zhao ... Mingshi Yan Ji Zhang Jihua Zhu Jitao Sang Haoyu Tang MLLM 21 66 0 29 Aug 2023
Position-Enhanced Visual Instruction Tuning for Multimodal Large Language Models Chi Chen Ruoyu Qin Fuwen Luo Xiaoyue Mi Peng Li Maosong Sun Yang Liu MLLM VLM 21 45 0 25 Aug 2023
Detecting and Preventing Hallucinations in Large Vision Language Models Anisha Gunjal Jihan Yin Erhan Bas MLLM VLM 24 155 0 11 Aug 2023
Tiny LVLM-eHub: Early Multimodal Experiments with Bard Wenqi Shao Yutao Hu Peng Gao Meng Lei Kaipeng Zhang ... Peng-Tao Xu Siyuan Huang Hongsheng Li Yuning Qiao Ping Luo VLM MLLM 32 2 0 07 Aug 2023
Improving Generalization of Image Captioning with Unsupervised Prompt Learning Hongchen Wei Zhenzhong Chen VLM 33 3 0 05 Aug 2023
Foundational Models Defining a New Era in Vision: A Survey and Outlook Muhammad Awais Muzammal Naseer Salman Khan Rao Muhammad Anwer Hisham Cholakkal M. Shah Ming Yang F. Khan VLM 38 118 0 25 Jul 2023
mBLIP: Efficient Bootstrapping of Multilingual Vision-LLMs Gregor Geigle Abhay Jain Radu Timofte Goran Glavavs VLM MLLM 26 30 0 13 Jul 2023
A Survey on Evaluation of Large Language Models Yu-Chu Chang Xu Wang Jindong Wang Yuanyi Wu Linyi Yang ... Yue Zhang Yi-Ju Chang Philip S. Yu Qian Yang Xingxu Xie ELM LM&MA ALM 72 1,513 0 06 Jul 2023
Visual Instruction Tuning with Polite Flamingo Delong Chen Jianfeng Liu Wenliang Dai Baoyuan Wang MLLM 34 42 0 03 Jul 2023
Shikra: Unleashing Multimodal LLM's Referential Dialogue Magic Ke Chen Zhao Zhang Weili Zeng Richong Zhang Feng Zhu Rui Zhao ObjD 42 598 0 27 Jun 2023
Large Multimodal Models: Notes on CVPR 2023 Tutorial Chunyuan Li MLLM VLM 19 20 0 26 Jun 2023
Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning Fuxiao Liu Kevin Qinghong Lin Linjie Li Jianfeng Wang Yaser Yacoob Lijuan Wang VLM MLLM 25 241 0 26 Jun 2023
A Survey on Multimodal Large Language Models Shukang Yin Chaoyou Fu Sirui Zhao Ke Li Xing Sun Tong Xu Enhong Chen MLLM LRM 54 556 0 23 Jun 2023
MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models Chaoyou Fu Peixian Chen Yunhang Shen Yulei Qin Mengdan Zhang ... Xiawu Zheng Ke Li Xing Sun Zhenyu Qiu Rongrong Ji ELM MLLM 42 766 0 23 Jun 2023
LVLM-eHub: A Comprehensive Evaluation Benchmark for Large Vision-Language Models Peng-Tao Xu Wenqi Shao Kaipeng Zhang Peng Gao Shuo Liu Meng Lei Fanqing Meng Siyuan Huang Yu Qiao Ping Luo ELM MLLM 33 159 0 15 Jun 2023
AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration Ji Lin Jiaming Tang Haotian Tang Shang Yang Wei-Ming Chen Wei-Chen Wang Guangxuan Xiao Xingyu Dang Chuang Gan Song Han EDL MQ 36 470 0 01 Jun 2023
CrossGET: Cross-Guided Ensemble of Tokens for Accelerating Vision-Language Transformers Dachuan Shi Chaofan Tao Anyi Rao Zhendong Yang Chun Yuan Jiaqi Wang VLM 30 22 0 27 May 2023
Zero-shot Visual Question Answering with Language Model Feedback Yifan Du Junyi Li Tianyi Tang Wayne Xin Zhao Ji-Rong Wen 16 13 0 26 May 2023
HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models Junyi Li Xiaoxue Cheng Wayne Xin Zhao J. Nie Ji-Rong Wen HILM VLM 22 232 0 19 May 2023
Simple Token-Level Confidence Improves Caption Correctness Suzanne Petryk Spencer Whitehead Joseph E. Gonzalez Trevor Darrell Anna Rohrbach Marcus Rohrbach 31 7 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 208 900 0 27 Apr 2023
LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention Renrui Zhang Jiaming Han Chris Liu Peng Gao Aojun Zhou Xiangfei Hu Shilin Yan Pan Lu Hongsheng Li Yu Qiao MLLM 59 743 0 28 Mar 2023
Complexity-Based Prompting for Multi-Step Reasoning Yao Fu Hao-Chun Peng Ashish Sabharwal Peter Clark Tushar Khot ReLM LRM 162 414 0 03 Oct 2022
LAVIS: A Library for Language-Vision Intelligence Dongxu Li Junnan Li Hung Le Guangsen Wang Silvio Savarese S. Hoi VLM 126 51 0 15 Sep 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 325 11,953 0 04 Mar 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong S. Hoi MLLM BDL VLM CLIP 392 4,137 0 28 Jan 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 389 8,495 0 28 Jan 2022
Let there be a clock on the beach: Reducing Object Hallucination in Image Captioning Ali Furkan Biten L. G. I. Bigorda Dimosthenis Karatzas 97 57 0 04 Oct 2021
The Factual Inconsistency Problem in Abstractive Text Summarization: A Survey Yi-Chong Huang Xiachong Feng Xiaocheng Feng Bing Qin HILM 136 105 0 30 Apr 2021
Neural Baby Talk Jiasen Lu Jianwei Yang Dhruv Batra Devi Parikh VLM 200 434 0 27 Mar 2018