BillChan226 / HALCLinks
[ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"
β87Updated 6 months ago
Alternatives and similar repositories for HALC
Users that are interested in HALC are comparing it to the libraries listed below
Sorting:
- π curated list of awesome LMM hallucinations papers, methods & resources.β149Updated last year
- HallE-Control: Controlling Object Hallucination in LMMsβ31Updated last year
- This is the first released survey paper on hallucinations of large vision-language models (LVLMs). To keep track of this field and continβ¦β70Updated 10 months ago
- [ICLR 2024] Analyzing and Mitigating Object Hallucination in Large Vision-Language Modelsβ146Updated last year
- up-to-date curated list of state-of-the-art Large vision language models hallucinations research work, papers & resourcesβ132Updated 3 weeks ago
- This is the official repo for Debiasing Large Visual Language Models, including a Post-Hoc debias method and Visual Debias Decoding stratβ¦β78Updated 3 months ago
- [EMNLP'23] The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''β84Updated last year
- [ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigationβ82Updated 5 months ago
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)β50Updated 7 months ago
- Papers about Hallucination in Multi-Modal Large Language Models (MLLMs)β90Updated 6 months ago
- β46Updated 6 months ago
- CHAIR metric is a rule-based metric for evaluating object hallucination in caption generation.β29Updated last year
- The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''β207Updated last year
- Code for Reducing Hallucinations in Vision-Language Models via Latent Space Steeringβ57Updated 6 months ago
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decodingβ278Updated 8 months ago
- [CVPR 2025] Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attentionβ34Updated 10 months ago
- HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data (Accepted by CVPR 2024)β45Updated 10 months ago
- Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimizationβ88Updated last year
- [EMNLP 2024] mDPO: Conditional Preference Optimization for Multimodal Large Language Models.β74Updated 6 months ago
- [NeurIPS 2024] Calibrated Self-Rewarding Vision Language Modelsβ74Updated 11 months ago
- β81Updated 2 months ago
- [ECCV 2024] Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMsβ120Updated 7 months ago
- An LLM-free Multi-dimensional Benchmark for Multi-modal Hallucination Evaluationβ120Updated last year
- Code for ICLR 2025 Paper: Visual Description Grounding Reduces Hallucinations and Boosts Reasoning in LVLMsβ15Updated last month
- mPLUG-HalOwl: Multimodal Hallucination Evaluation and Mitigatingβ95Updated last year
- Official Pytorch implementation of "Interpreting and Editing Vision-Language Representations to Mitigate Hallucinations" (ICLR '25)β73Updated last week
- the official repo for EMNLP 2024 (main) paper "EFUF: Efficient Fine-grained Unlearning Framework for Mitigating Hallucinations in Multimoβ¦β19Updated last month
- [NAACL 2025 Main] Official Implementation of MLLMU-Bench