Vision Language Model Hallucination Example
![[2408.05767] Reference-free Hallucination Detection for Large Vision ...](https://ar5iv.labs.arxiv.org/html/2408.05767/assets/images/hallucination_detection_update_update.png "Vision Language Model Hallucination Example")
![[2308.15126] Evaluation and Analysis of Hallucination in Large Vision ...](https://ar5iv.labs.arxiv.org/html/2308.15126/assets/illu.png "Vision Language Model Hallucination Example")
![[논문 리뷰] Dual-Pathway Circuits of Object Hallucination in Vision ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/dual-pathway-circuits-of-object-hallucination-in-vision-language-models-2.png "Vision Language Model Hallucination Example")
![[2308.15126] Evaluation and Analysis of Hallucination in Large Vision ...](https://ar5iv.labs.arxiv.org/html/2308.15126/assets/data.png "Vision Language Model Hallucination Example")
![[논문 리뷰] Unified Triplet-Level Hallucination Evaluation for Large Vision ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/unified-triplet-level-hallucination-evaluation-for-large-vision-language-models-1.png "Vision Language Model Hallucination Example")
![[2402.00253] A Survey on Hallucination in Large Vision-Language Models](https://ar5iv.labs.arxiv.org/html/2402.00253/assets/x1.png "Vision Language Model Hallucination Example")
![[논문 리뷰] Nullu: Mitigating Object Hallucinations in Large Vision ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/nullu-mitigating-object-hallucinations-in-large-vision-language-models-via-halluspace-projection-0.png "Vision Language Model Hallucination Example")
![[2402.15300] Seeing is Believing: Mitigating Hallucination in Large ...](https://ar5iv.labs.arxiv.org/html/2402.15300/assets/x1.png "Vision Language Model Hallucination Example")
![[论文评述] Visual hallucination detection in large vision-language models ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/visual-hallucination-detection-in-large-vision-language-models-via-evidential-conflict-2.png "Vision Language Model Hallucination Example")
![[논문 리뷰] A Comprehensive Analysis for Visual Object Hallucination in ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/a-comprehensive-analysis-for-visual-object-hallucination-in-large-vision-language-models-0.png "Vision Language Model Hallucination Example")
![[论文评述] Prefill-Time Intervention for Mitigating Hallucination in Large ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/prefill-time-intervention-for-mitigating-hallucination-in-large-vision-language-models-0.png "Vision Language Model Hallucination Example")
![[论文评述] SECOND: Mitigating Perceptual Hallucination in Vision-Language ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/second-mitigating-perceptual-hallucination-in-vision-language-models-via-selective-and-contrastive-decoding-0.png "Vision Language Model Hallucination Example")
![[2412.07518] Hallucination Elimination and Semantic Enhancement ...](https://ar5iv.labs.arxiv.org/html/2412.07518/assets/x3.png "Vision Language Model Hallucination Example")
![[论文评述] THRONE: An Object-based Hallucination Benchmark for the Free ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/throne-an-object-based-hallucination-benchmark-for-the-free-form-generations-of-large-vision-language-models-1.png "Vision Language Model Hallucination Example")
![[2405.09589] Unveiling Hallucination in Text, Image, Video, and Audio ...](https://ar5iv.labs.arxiv.org/html/2405.09589/assets/VisionHall.png "Vision Language Model Hallucination Example")
![[2402.11622] Logical Closed Loop: Uncovering Object Hallucinations in ...](https://ar5iv.labs.arxiv.org/html/2402.11622/assets/x1.png "Vision Language Model Hallucination Example")
![[논문 리뷰] Fixing Imbalanced Attention to Mitigate In-Context ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/fixing-imbalanced-attention-to-mitigate-in-context-hallucination-of-large-vision-language-model-2.png "Vision Language Model Hallucination Example")
![[2402.18476] IBD: Alleviating Hallucinations in Large Vision-Language ...](https://ar5iv.labs.arxiv.org/html/2402.18476/assets/x1.png "Vision Language Model Hallucination Example")
![[논문 리뷰] Mitigating Image Captioning Hallucinations in Vision-Language ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/mitigating-image-captioning-hallucinations-in-vision-language-models-1.png "Vision Language Model Hallucination Example")
![[2502.20750] Mitigating Hallucinations in Large Vision-Language Models ...](https://ar5iv.labs.arxiv.org/html/2502.20750/assets/figures/intro_case.jpg "Vision Language Model Hallucination Example")
![[논문 리뷰] LLM-as-Judge Framework for Evaluating Tone-Induced ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/llm-as-judge-framework-for-evaluating-tone-induced-hallucination-in-vision-language-models-2.png "Vision Language Model Hallucination Example")
![[2410.15778] Reducing Hallucinations in Vision-Language Models via ...](https://ar5iv.labs.arxiv.org/html/2410.15778/assets/x2.png "Vision Language Model Hallucination Example")
![[논문 리뷰] Self-Introspective Decoding: Alleviating Hallucinations for ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/self-introspective-decoding-alleviating-hallucinations-for-large-vision-language-models-1.png "Vision Language Model Hallucination Example")
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