Visual Contrastive Decoding
![[논문 리뷰] VACoDe: Visual Augmented Contrastive Decoding](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/vacode-visual-augmented-contrastive-decoding-1.png "Visual Contrastive Decoding")
![[논문 리뷰] Self-Augmented Visual Contrastive Decoding](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/self-augmented-visual-contrastive-decoding-3.png "Visual Contrastive Decoding")
![[논문 리뷰] Delve into Visual Contrastive Decoding for Hallucination ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/delve-into-visual-contrastive-decoding-for-hallucination-mitigation-of-large-vision-language-models-0.png "Visual Contrastive Decoding")
![[Hallucination Series] 大模型对比解码系列 Visual Contrastive Decoding (VCD)_vcd大 ...](https://i-blog.csdnimg.cn/direct/7e32db8627de40bdbe0fbbb8ff9a075a.png "Visual Contrastive Decoding")
![[Hallucination Series] 大模型对比解码系列 Visual Contrastive Decoding (VCD)-CSDN博客](https://i-blog.csdnimg.cn/direct/bd085a69d12c4fd8830423edebc6ba53.png "Visual Contrastive Decoding")
![[Hallucination Series] 大模型对比解码系列 Visual Contrastive Decoding (VCD)_vcd大 ...](https://i-blog.csdnimg.cn/direct/c1762af7d5e045409c60d263dc47afff.png "Visual Contrastive Decoding")
![[Hallucination Series] 大模型对比解码系列 Visual Contrastive Decoding (VCD)-CSDN博客](https://i-blog.csdnimg.cn/direct/07209ca74f5c43038c131fde5fbd9dec.png "Visual Contrastive Decoding")
![[论文评述] The Mirage of Performance Gains: Why Contrastive Decoding Fails ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/the-mirage-of-performance-gains-why-contrastive-decoding-fails-to-address-multimodal-hallucination-2.png "Visual Contrastive Decoding")
![[full] Contrastive Decoding Improves Reasoning in Large Language Models ...](https://i.ytimg.com/vi/nMR56TkwC1Q/maxresdefault.jpg "Visual Contrastive Decoding")
![[2503.18556] Instruction-Aligned Visual Attention for Mitigating ...](https://ar5iv.labs.arxiv.org/html/2503.18556/assets/figures/fig2b.png "Visual Contrastive Decoding")
![[论文评述] Neural-MCRL: Neural Multimodal Contrastive Representation ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/neural-mcrl-neural-multimodal-contrastive-representation-learning-for-eeg-based-visual-decoding-1.png "Visual Contrastive Decoding")
![[2210.15097] Contrastive Decoding: Open-ended Text Generation as ...](https://ar5iv.labs.arxiv.org/html/2210.15097/assets/figs/fig1.5.jpg "Visual Contrastive Decoding")
![[논문 리뷰] Spatial-Functional awareness Transformer-based graph archetype ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/spatial-functional-awareness-transformer-based-graph-archetype-contrastive-learning-for-decoding-visual-neural-representations-from-eeg-2.png "Visual Contrastive Decoding")
![[CVPR 2024]Mitigating Object Hallucinations in Large VLMs through ...](https://pic1.zhimg.com/v2-7c1be246a883b7fd50a4dad13bbea93c_1440w.jpg "Visual Contrastive Decoding")
![[2311.16922] Mitigating Object Hallucinations in Large Vision-Language ...](https://ar5iv.labs.arxiv.org/html/2311.16922/assets/x2.png "Visual Contrastive Decoding")
Mitigating Object Hallucinations in Large VLMs through ...](https://pic4.zhimg.com/v2-3dfbfcab52d3301ebd2932b99d4187e9_r.jpg "Visual Contrastive Decoding")
![GitHub - DAMO-NLP-SG/VCD: [CVPR 2024 Highlight] Mitigating Object ...](https://github.com/DAMO-NLP-SG/VCD/raw/master/figs/exp2.png "Visual Contrastive Decoding")
![GitHub - DAMO-NLP-SG/VCD: [CVPR 2024 Highlight] Mitigating Object ...](https://github.com/DAMO-NLP-SG/VCD/raw/master/figs/exp3.png "Visual Contrastive Decoding")
![[PDF] Mitigating Object Hallucinations in Large Vision-Language Models ...](https://figures.semanticscholar.org/328eb183007bf4aefbf42437b42a15db375803e3/250px/8-Table3-1.png "Visual Contrastive Decoding")
![[논문 리뷰] AVCD: Mitigating Hallucinations in Audio-Visual Large Language ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/avcd-mitigating-hallucinations-in-audio-visual-large-language-models-through-contrastive-decoding-1.png "Visual Contrastive Decoding")
![[PDF] Mitigating Object Hallucinations in Large Vision-Language Models ...](https://figures.semanticscholar.org/328eb183007bf4aefbf42437b42a15db375803e3/15-Table10-1.png "Visual Contrastive Decoding")
![[CVPR 2024]Mitigating Object Hallucinations in Large VLMs through ...](https://pic1.zhimg.com/v2-ec2a62e71fd711f030746db2df44fddc_r.jpg "Visual Contrastive Decoding")
![[PDF] Mitigating Object Hallucinations in Large Vision-Language Models ...](https://figures.semanticscholar.org/328eb183007bf4aefbf42437b42a15db375803e3/7-Table2-1.png "Visual Contrastive Decoding")
![[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 "Visual Contrastive Decoding")
![[PDF] Mitigating Object Hallucinations in Large Vision-Language Models ...](https://figures.semanticscholar.org/328eb183007bf4aefbf42437b42a15db375803e3/17-Table11-1.png "Visual Contrastive Decoding")
![[PDF] Mitigating Object Hallucinations in Large Vision-Language Models ...](https://figures.semanticscholar.org/328eb183007bf4aefbf42437b42a15db375803e3/17-Figure8-1.png "Visual Contrastive Decoding")
![[PDF] Mitigating Object Hallucinations in Large Vision-Language Models ...](https://figures.semanticscholar.org/328eb183007bf4aefbf42437b42a15db375803e3/250px/4-Figure3-1.png "Visual Contrastive Decoding")
![[PDF] Mitigating Object Hallucinations in Large Vision-Language Models ...](https://figures.semanticscholar.org/328eb183007bf4aefbf42437b42a15db375803e3/250px/7-Figure4-1.png "Visual Contrastive Decoding")
![[PDF] Mitigating Object Hallucinations in Large Vision-Language Models ...](https://figures.semanticscholar.org/328eb183007bf4aefbf42437b42a15db375803e3/500px/8-Table3-1.png "Visual Contrastive Decoding")
![[PDF] Mitigating Object Hallucinations in Large Vision-Language Models ...](https://figures.semanticscholar.org/328eb183007bf4aefbf42437b42a15db375803e3/250px/3-Figure2-1.png "Visual Contrastive Decoding")
![[PDF] Mitigating Object Hallucinations in Large Vision-Language Models ...](https://figures.semanticscholar.org/328eb183007bf4aefbf42437b42a15db375803e3/250px/15-Table10-1.png "Visual Contrastive Decoding")
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