ConVis: Contrastive Decoding with Hallucination Visualization for Mitigating Hallucinations in Multimodal Large Language Models
Fuente:
arXiv
Guardado en:
| Autores principales: | Park, Yeji, Lee, Deokyeong, Choe, Junsuk, Chang, Buru |
|---|---|
| Formato: | Preprint |
| Publicado: |
2024
|
| Materias: | |
| Acceso en línea: | |
| Etiquetas: |
Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
|
Ejemplares similares
Mitigating Cross-Image Information Leakage in LVLMs for Multi-Image Tasks
por: Park, Yeji, et al.
Publicado: (2025)
por: Park, Yeji, et al.
Publicado: (2025)
Delve into Visual Contrastive Decoding for Hallucination Mitigation of Large Vision-Language Models
por: Lee, Yi-Lun, et al.
Publicado: (2024)
por: Lee, Yi-Lun, et al.
Publicado: (2024)
Retrieval Visual Contrastive Decoding to Mitigate Object Hallucinations in Large Vision-Language Models
por: Lee, Jihoon, et al.
Publicado: (2025)
por: Lee, Jihoon, et al.
Publicado: (2025)
SDCD: Structure-Disrupted Contrastive Decoding for Mitigating Hallucinations in Large Vision-Language Models
por: Xia, Yuxuan, et al.
Publicado: (2026)
por: Xia, Yuxuan, et al.
Publicado: (2026)
Mitigating Hallucinations in Video Large Language Models via Spatiotemporal-Semantic Contrastive Decoding
por: Gao, Yuansheng, et al.
Publicado: (2026)
por: Gao, Yuansheng, et al.
Publicado: (2026)
Mitigating Hallucinations in Large Vision-Language Models with Instruction Contrastive Decoding
por: Wang, Xintong, et al.
Publicado: (2024)
por: Wang, Xintong, et al.
Publicado: (2024)
Efficient Contrastive Decoding with Probabilistic Hallucination Detection - Mitigating Hallucinations in Large Vision Language Models -
por: Fieback, Laura, et al.
Publicado: (2025)
por: Fieback, Laura, et al.
Publicado: (2025)
Mitigating Hallucinations in Large Vision-Language Models (LVLMs) via Language-Contrastive Decoding (LCD)
por: Manevich, Avshalom, et al.
Publicado: (2024)
por: Manevich, Avshalom, et al.
Publicado: (2024)
Mitigating Hallucinations in Large Vision-Language Models via Summary-Guided Decoding
por: Min, Kyungmin, et al.
Publicado: (2024)
por: Min, Kyungmin, et al.
Publicado: (2024)
SEASON: Mitigating Temporal Hallucination in Video Large Language Models via Self-Diagnostic Contrastive Decoding
por: Wu, Chang-Hsun, et al.
Publicado: (2025)
por: Wu, Chang-Hsun, et al.
Publicado: (2025)
Learning to Decode Against Compositional Hallucination in Video Multimodal Large Language Models
por: Xing, Wenbin, et al.
Publicado: (2026)
por: Xing, Wenbin, et al.
Publicado: (2026)
V-ITI: Mitigating Hallucinations in Multimodal Large Language Models via Visual Inference-Time Intervention
por: Sun, Nan, et al.
Publicado: (2025)
por: Sun, Nan, et al.
Publicado: (2025)
Causal Decoding for Hallucination-Resistant Multimodal Large Language Models
por: Tan, Shiwei, et al.
Publicado: (2026)
por: Tan, Shiwei, et al.
Publicado: (2026)
Temporal Insight Enhancement: Mitigating Temporal Hallucination in Multimodal Large Language Models
por: Sun, Li, et al.
Publicado: (2024)
por: Sun, Li, et al.
Publicado: (2024)
Dynamic Multimodal Activation Steering for Hallucination Mitigation in Large Vision-Language Models
por: Yin, Jianghao, et al.
Publicado: (2026)
por: Yin, Jianghao, et al.
Publicado: (2026)
CATCH: Complementary Adaptive Token-level Contrastive Decoding to Mitigate Hallucinations in LVLMs
por: Kan, Zhehan, et al.
Publicado: (2024)
por: Kan, Zhehan, et al.
Publicado: (2024)
Mitigating Object Hallucinations in Large Vision-Language Models via Attention Calibration
por: Zhu, Younan, et al.
Publicado: (2025)
por: Zhu, Younan, et al.
Publicado: (2025)
ClearSight: Visual Signal Enhancement for Object Hallucination Mitigation in Multimodal Large language Models
por: Yin, Hao, et al.
Publicado: (2025)
por: Yin, Hao, et al.
Publicado: (2025)
Mitigating Hallucination in Multimodal Large Language Model via Hallucination-targeted Direct Preference Optimization
por: Fu, Yuhan, et al.
Publicado: (2024)
por: Fu, Yuhan, et al.
Publicado: (2024)
Mitigating Behavioral Hallucination in Multimodal Large Language Models for Sequential Images
por: You, Liangliang, et al.
Publicado: (2025)
por: You, Liangliang, et al.
Publicado: (2025)
Investigating and Mitigating the Multimodal Hallucination Snowballing in Large Vision-Language Models
por: Zhong, Weihong, et al.
Publicado: (2024)
por: Zhong, Weihong, et al.
Publicado: (2024)
Residual Decoding: Mitigating Hallucinations in Large Vision-Language Models via History-Aware Residual Guidance
por: Chen, Xinrong, et al.
Publicado: (2026)
por: Chen, Xinrong, et al.
Publicado: (2026)
CHASD: Language Increment-Calibrated Contrastive Decoding against Hallucination in LVLMs
por: Huang, Xiaoyi, et al.
Publicado: (2026)
por: Huang, Xiaoyi, et al.
Publicado: (2026)
Mixture of Decoding: An Attention-Inspired Adaptive Decoding Strategy to Mitigate Hallucinations in Large Vision-Language Models
por: Chen, Xinlong, et al.
Publicado: (2025)
por: Chen, Xinlong, et al.
Publicado: (2025)
MedHEval: Benchmarking Hallucinations and Mitigation Strategies in Medical Large Vision-Language Models
por: Chang, Aofei, et al.
Publicado: (2025)
por: Chang, Aofei, et al.
Publicado: (2025)
Octopus: Alleviating Hallucination via Dynamic Contrastive Decoding
por: Suo, Wei, et al.
Publicado: (2025)
por: Suo, Wei, et al.
Publicado: (2025)
Self-Introspective Decoding: Alleviating Hallucinations for Large Vision-Language Models
por: Huo, Fushuo, et al.
Publicado: (2024)
por: Huo, Fushuo, et al.
Publicado: (2024)
Revealing Multi-View Hallucination in Large Vision-Language Models
por: Park, Wooje, et al.
Publicado: (2026)
por: Park, Wooje, et al.
Publicado: (2026)
Prefill-Time Intervention for Mitigating Hallucination in Large Vision-Language Models
por: Zhang, Chengsheng, et al.
Publicado: (2026)
por: Zhang, Chengsheng, et al.
Publicado: (2026)
Mitigating Entangled Steering in Large Vision-Language Models for Hallucination Reduction
por: Zhang, Yuanhong, et al.
Publicado: (2026)
por: Zhang, Yuanhong, et al.
Publicado: (2026)
Black-Box Visual Prompt Engineering for Mitigating Object Hallucination in Large Vision Language Models
por: Woo, Sangmin, et al.
Publicado: (2025)
por: Woo, Sangmin, et al.
Publicado: (2025)
Mitigating Multilingual Hallucination in Large Vision-Language Models
por: Qu, Xiaoye, et al.
Publicado: (2024)
por: Qu, Xiaoye, et al.
Publicado: (2024)
SAVE: Sparse Autoencoder-Driven Visual Information Enhancement for Mitigating Object Hallucination
por: Park, Sangha, et al.
Publicado: (2025)
por: Park, Sangha, et al.
Publicado: (2025)
RSHallu: Dual-Mode Hallucination Evaluation for Remote-Sensing Multimodal Large Language Models with Domain-Tailored Mitigation
por: Zhou, Zihui, et al.
Publicado: (2026)
por: Zhou, Zihui, et al.
Publicado: (2026)
Automatically Generating Visual Hallucination Test Cases for Multimodal Large Language Models
por: Liu, Zhongye, et al.
Publicado: (2024)
por: Liu, Zhongye, et al.
Publicado: (2024)
INTER: Mitigating Hallucination in Large Vision-Language Models by Interaction Guidance Sampling
por: Dong, Xin, et al.
Publicado: (2025)
por: Dong, Xin, et al.
Publicado: (2025)
VERHallu: Evaluating and Mitigating Event Relation Hallucination in Video Large Language Models
por: Zhang, Zefan, et al.
Publicado: (2026)
por: Zhang, Zefan, et al.
Publicado: (2026)
The Mirage of Performance Gains: Why Contrastive Decoding Fails to Mitigate Object Hallucinations in MLLMs?
por: Yin, Hao, et al.
Publicado: (2025)
por: Yin, Hao, et al.
Publicado: (2025)
Enhancing Visual Reliance in Text Generation: A Bayesian Perspective on Mitigating Hallucination in Large Vision-Language Models
por: Hu, Nanxing, et al.
Publicado: (2025)
por: Hu, Nanxing, et al.
Publicado: (2025)
MaskCD: Mitigating LVLM Hallucinations by Image Head Masked Contrastive Decoding
por: Deng, Jingyuan, et al.
Publicado: (2025)
por: Deng, Jingyuan, et al.
Publicado: (2025)
Ejemplares similares
-
Mitigating Cross-Image Information Leakage in LVLMs for Multi-Image Tasks
por: Park, Yeji, et al.
Publicado: (2025) -
Delve into Visual Contrastive Decoding for Hallucination Mitigation of Large Vision-Language Models
por: Lee, Yi-Lun, et al.
Publicado: (2024) -
Retrieval Visual Contrastive Decoding to Mitigate Object Hallucinations in Large Vision-Language Models
por: Lee, Jihoon, et al.
Publicado: (2025) -
SDCD: Structure-Disrupted Contrastive Decoding for Mitigating Hallucinations in Large Vision-Language Models
por: Xia, Yuxuan, et al.
Publicado: (2026) -
Mitigating Hallucinations in Video Large Language Models via Spatiotemporal-Semantic Contrastive Decoding
por: Gao, Yuansheng, et al.
Publicado: (2026)