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Object Hallucination

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TitleStatusHype
Revisit What You See: Disclose Language Prior in Vision Tokens for Efficient Guided Decoding of LVLMsCode1
SECOND: Mitigating Perceptual Hallucination in Vision-Language Models via Selective and Contrastive DecodingCode0
Reducing Object Hallucination in Large Audio-Language Models via Audio-Aware Decoding—0
Retrieval Visual Contrastive Decoding to Mitigate Object Hallucinations in Large Vision-Language ModelsCode0
Visual Instruction Bottleneck Tuning—0
A Comprehensive Analysis for Visual Object Hallucination in Large Vision-Language Models—0
Black-Box Visual Prompt Engineering for Mitigating Object Hallucination in Large Vision Language Models—0
CAFe: Unifying Representation and Generation with Contrastive-Autoregressive FinetuningCode1
ClearSight: Visual Signal Enhancement for Object Hallucination Mitigation in Multimodal Large language ModelsCode2
TruthPrInt: Mitigating LVLM Object Hallucination Via Latent Truthful-Guided Pre-InterventionCode1
Seeing What's Not There: Spurious Correlation in Multimodal LLMs—0
OmniPaint: Mastering Object-Oriented Editing via Disentangled Insertion-Removal Inpainting—0
EAZY: Eliminating Hallucinations in LVLMs by Zeroing out Hallucinatory Image Tokens—0
Mitigating Hallucinations in Large Vision-Language Models by Adaptively Constraining Information FlowCode1
Vision-Encoders (Already) Know What They See: Mitigating Object Hallucination via Simple Fine-Grained CLIPScoreCode0
The Role of Background Information in Reducing Object Hallucination in Vision-Language Models: Insights from Cutoff API Prompting—0
CutPaste&Find: Efficient Multimodal Hallucination Detector with Visual-aid Knowledge Base—0
Mitigating Object Hallucinations in Large Vision-Language Models via Attention Calibration—0
Poison as Cure: Visual Noise for Mitigating Object Hallucinations in LVMs—0
Evaluating Hallucination in Large Vision-Language Models based on Context-Aware Object Similarities—0
HALLUCINOGEN: A Benchmark for Evaluating Object Hallucination in Large Visual-Language ModelsCode0
Extract Free Dense Misalignment from CLIPCode1
ICT: Image-Object Cross-Level Trusted Intervention for Mitigating Object Hallucination in Large Vision-Language Models—0
Unified Triplet-Level Hallucination Evaluation for Large Vision-Language ModelsCode0
Mitigating Object Hallucination via Concentric Causal AttentionCode2
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