HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding

1 March 2024

Zhaorun Chen

Papers citing "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"

20 / 20 papers shown

Title
A Comprehensive Analysis for Visual Object Hallucination in Large Vision-Language Models Liqiang Jing Guiming Hardy Chen Ehsan Aghazadeh Xin Eric Wang Xinya Du 48 0 0 04 May 2025
TruthPrInt: Mitigating LVLM Object Hallucination Via Latent Truthful-Guided Pre-Intervention Jinhao Duan Fei Kong Hao-Ran Cheng James Diffenderfer B. Kailkhura Lichao Sun Xiaofeng Zhu Xiaoshuang Shi Kaidi Xu 65 0 0 13 Mar 2025
MJ-VIDEO: Fine-Grained Benchmarking and Rewarding Video Preferences in Video Generation Haibo Tong Zhaoyang Wang Z. Chen Haonian Ji Shi Qiu ... Peng Xia Mingyu Ding Rafael Rafailov Chelsea Finn Huaxiu Yao EGVM VGen 92 2 0 03 Feb 2025
VARGPT: Unified Understanding and Generation in a Visual Autoregressive Multimodal Large Language Model Xianwei Zhuang Yuxin Xie Yufan Deng Liming Liang Jinghan Ru Yuguo Yin Yuexian Zou MLLM VLM LRM 106 4 0 21 Jan 2025
Nullu: Mitigating Object Hallucinations in Large Vision-Language Models via HalluSpace Projection Le Yang Ziwei Zheng Boxu Chen Zhengyu Zhao Chenhao Lin Chao Shen VLM 135 3 0 18 Dec 2024
VaLiD: Mitigating the Hallucination of Large Vision Language Models by Visual Layer Fusion Contrastive Decoding Jiaqi Wang Yifei Gao Jitao Sang MLLM 107 2 0 24 Nov 2024
Devils in Middle Layers of Large Vision-Language Models: Interpreting, Detecting and Mitigating Object Hallucinations via Attention Lens Zhangqi Jiang Junkai Chen Beier Zhu Tingjin Luo Yankun Shen Xu Yang 92 4 0 23 Nov 2024
Beyond Training: Dynamic Token Merging for Zero-Shot Video Understanding Yiming Zhang Zhuokai Zhao Zhaorun Chen Zenghui Ding Xianjun Yang Yining Sun 101 1 0 21 Nov 2024
Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in Multimodal Large Language Models Xin Zou Yizhou Wang Yibo Yan Yuanhuiyi Lyu Kening Zheng ... Junkai Chen Peijie Jiang J. Liu Chang Tang Xuming Hu 78 7 0 04 Oct 2024
Self-Introspective Decoding: Alleviating Hallucinations for Large Vision-Language Models Fushuo Huo Wenchao Xu Zhong Zhang Haozhao Wang Zhicheng Chen Peilin Zhao VLM MLLM 61 18 0 04 Aug 2024
Alleviating Hallucinations in Large Vision-Language Models through Hallucination-Induced Optimization Beitao Chen Xinyu Lyu Lianli Gao Jingkuan Song Hengtao Shen MLLM 49 10 0 24 May 2024
Enhancing Visual-Language Modality Alignment in Large Vision Language Models via Self-Improvement Xiyao Wang Jiuhai Chen Zhaoyang Wang Yuhang Zhou Yiyang Zhou ... Tianyi Zhou Tom Goldstein Parminder Bhatia Furong Huang Cao Xiao 58 33 0 24 May 2024
Hallucination of Multimodal Large Language Models: A Survey Zechen Bai Pichao Wang Tianjun Xiao Tong He Zongbo Han Zheng Zhang Mike Zheng Shou VLM LRM 80 136 0 29 Apr 2024
RankCLIP: Ranking-Consistent Language-Image Pretraining Yiming Zhang Zhuokai Zhao Zhaorun Chen Zhili Feng Zenghui Ding Yining Sun SSL VLM 40 7 0 15 Apr 2024
Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding Sicong Leng Hang Zhang Guanzheng Chen Xin Li Shijian Lu Chunyan Miao Li Bing VLM MLLM 85 196 0 28 Nov 2023
mPLUG-Owl2: Revolutionizing Multi-modal Large Language Model with Modality Collaboration Qinghao Ye Haiyang Xu Jiabo Ye Mingshi Yan Anwen Hu Haowei Liu Qi Qian Ji Zhang Fei Huang Jingren Zhou MLLM VLM 116 367 0 07 Nov 2023
MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning Jun Chen Deyao Zhu Xiaoqian Shen Xiang Li Zechun Liu Pengchuan Zhang Raghuraman Krishnamoorthi Vikas Chandra Yunyang Xiong Mohamed Elhoseiny MLLM 154 280 0 14 Oct 2023
The Benefits of Bad Advice: Autocontrastive Decoding across Model Layers Ariel Gera Roni Friedman Ofir Arviv Chulaka Gunasekara Benjamin Sznajder Noam Slonim Eyal Shnarch 38 19 0 02 May 2023
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 385 4,010 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 87 55 0 04 Oct 2021