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OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allocation

Computer Vision and Pattern Recognition (CVPR), 2023

29 November 2023

Conghui He

Dahua Lin

ArXiv (abs)PDF HTML HuggingFace (2 upvotes)Github (341★)

Papers citing "OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allocation"

50 / 238 papers shown

Mitigating Object and Action Hallucinations in Multimodal LLMs via Self-Augmented Contrastive Alignment

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SEASON: Mitigating Temporal Hallucination in Video Large Language Models via Self-Diagnostic Contrastive Decoding

222

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V-ITI: Mitigating Hallucinations in Multimodal Large Language Models via Visual Inference-Time Intervention

...

132

03 Dec 2025

InEx: Hallucination Mitigation via Introspection and Cross-Modal Multi-Agent Collaboration

144

02 Dec 2025

Med-VCD: Mitigating Hallucination for Medical Large Vision Language Models through Visual Contrastive DecodingComputers in Biology and Medicine (Comput. Biol. Med.), 2025

Zahra Mahdavi

Zahra Khodakaramimaghsoud

Hooman Khaloo

Sina Bakhshandeh Taleshani

Erfan Hashemi

Javad Mirzapour Kaleybar

Omid Nejati Manzari

MLLM VLM

225

01 Dec 2025

Tell Model Where to Look: Mitigating Hallucinations in MLLMs by Vision-Guided Attention

185

25 Nov 2025

Trust in Vision-Language Models: Insights from a Participatory User Workshop

Agnese Chiatti

Lara Shibelski Godoy Piccolo

Sara Bernardini

Matteo Matteucci

Viola Schiaffonati

17 Nov 2025

VOPE: Revisiting Hallucination of Vision-Language Models in Voluntary Imagination Task

149

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What Color Is It? A Text-Interference Multimodal Hallucination Benchmark

237

17 Nov 2025

Suppressing VLM Hallucinations with Spectral Representation Filtering

Ameen Ali

Tamim Zoabi

Lior Wolf

142

15 Nov 2025

Causal Tracing of Object Representations in Large Vision Language Models: Mechanistic Interpretability and Hallucination Mitigation

200

08 Nov 2025

SteerVLM: Robust Model Control through Lightweight Activation Steering for Vision Language Models

Anushka Sivakumar

Andrew Zhang

Zaber Ibn Abdul Hakim

Chris Thomas

LLMSV

204

30 Oct 2025

Towards Fine-Grained Human Motion Video Captioning

24 Oct 2025

Gaze-VLM:Bridging Gaze and VLMs through Attention Regularization for Egocentric Understanding

Anupam Pani

Yanchao Yang

107

24 Oct 2025

VL-SAE: Interpreting and Enhancing Vision-Language Alignment with a Unified Concept Set

142

24 Oct 2025

Why LVLMs Are More Prone to Hallucinations in Longer Responses: The Role of Context

23 Oct 2025

PruneHal: Reducing Hallucinations in Multi-modal Large Language Models through Adaptive KV Cache Pruning

120

22 Oct 2025

Med-VRAgent: A Framework for Medical Visual Reasoning-Enhanced Agents

180

21 Oct 2025

Beyond Single Models: Mitigating Multimodal Hallucinations via Adaptive Token Ensemble Decoding

151

21 Oct 2025

SHIELD: Suppressing Hallucinations In LVLM Encoders via Bias and Vulnerability Defense

18 Oct 2025

Watermarking for Factuality: Guiding Vision-Language Models Toward Truth via Tri-layer Contrastive Decoding

115

16 Oct 2025

Self-Augmented Visual Contrastive Decoding

Eun Woo Im

M. K. Ali

Vivek Gupta

133

15 Oct 2025

The Mechanistic Emergence of Symbol Grounding in Language Models

180

15 Oct 2025

DSAS: A Universal Plug-and-Play Framework for Attention Optimization in Multi-Document Question Answering

129

14 Oct 2025

Mitigating Hallucination in Multimodal Reasoning via Functional Attention Control

129

11 Oct 2025

Towards Better & Faster Autoregressive Image Generation: From the Perspective of Entropy

155

10 Oct 2025

To Sink or Not to Sink: Visual Information Pathways in Large Vision-Language Models

140

09 Oct 2025

Zero-Shot Fine-Grained Image Classification Using Large Vision-Language Models

140

04 Oct 2025

Don't Just Chase "Highlighted Tokens" in MLLMs: Revisiting Visual Holistic Context Retention

281

03 Oct 2025

MaskCD: Mitigating LVLM Hallucinations by Image Head Masked Contrastive Decoding

Jingyuan Deng

Yujiu Yang

MLLM

178

03 Oct 2025

Understanding Sensitivity of Differential Attention through the Lens of Adversarial Robustness

152

01 Oct 2025

From Perception to Cognition: A Survey of Vision-Language Interactive Reasoning in Multimodal Large Language Models

...

447

29 Sep 2025

Mitigating Hallucination in Multimodal LLMs with Layer Contrastive Decoding

176

29 Sep 2025

Latent Visual Reasoning

200

29 Sep 2025

Uncovering Grounding IDs: How External Cues Shape Multimodal Binding

317

28 Sep 2025

Self-Consistency as a Free Lunch: Reducing Hallucinations in Vision-Language Models via Self-Reflection

116

27 Sep 2025

MMPB: It's Time for Multi-Modal Personalization

190

26 Sep 2025

LLM-based Agents Suffer from Hallucinations: A Survey of Taxonomy, Methods, and Directions

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335

23 Sep 2025

Diving into Mitigating Hallucinations from a Vision Perspective for Large Vision-Language Models

168

17 Sep 2025

Cross-Layer Vision Smoothing: Enhancing Visual Understanding via Sustained Focus on Key Objects in Large Vision-Language Models

137

16 Sep 2025

Mitigating Hallucinations in Large Vision-Language Models by Self-Injecting Hallucinations

14 Sep 2025

Measuring Epistemic Humility in Multimodal Large Language Models

136

11 Sep 2025

Tracing and Mitigating Hallucinations in Multimodal LLMs via Dynamic Attention Localization

168

09 Sep 2025

Cross-Layer Attention Probing for Fine-Grained Hallucination Detection

170

04 Sep 2025

Mitigating Multimodal Hallucinations via Gradient-based Self-Reflection

259

03 Sep 2025

Unveiling the Response of Large Vision-Language Models to Visually Absent Tokens

151

03 Sep 2025

OmniDPO: A Preference Optimization Framework to Address Omni-Modal Hallucination

185

31 Aug 2025

Negative Matters: Multi-Granularity Hard-Negative Synthesis and Anchor-Token-Aware Pooling for Enhanced Text EmbeddingsAnnual Meeting of the Association for Computational Linguistics (ACL), 2025

104

31 Aug 2025

Improving Alignment in LVLMs with Debiased Self-Judgment

209

28 Aug 2025

Mitigating Hallucinations in Multimodal LLMs via Object-aware Preference Optimization

197

27 Aug 2025