p1k0pan / ICD
[ACL 2024] Mitigating Hallucinations in Large Vision-Language Models with Instruction Contrastive Decoding
☆9Updated 7 months ago
Alternatives and similar repositories for ICD:
Users that are interested in ICD are comparing it to the libraries listed below
- CHAIR metric is a rule-based metric for evaluating object hallucination in caption generation.☆28Updated last year
- [ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation☆69Updated 4 months ago
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆86Updated 5 months ago
- 😎 curated list of awesome LMM hallucinations papers, methods & resources.☆149Updated last year
- [EMNLP 2024] mDPO: Conditional Preference Optimization for Multimodal Large Language Models.☆73Updated 5 months ago
- the official repo for EMNLP 2024 (main) paper "EFUF: Efficient Fine-grained Unlearning Framework for Mitigating Hallucinations in Multimo…☆19Updated 3 weeks ago
- [NeurIPS 2024] Calibrated Self-Rewarding Vision Language Models☆72Updated 10 months ago
- This is the official repo for Debiasing Large Visual Language Models, including a Post-Hoc debias method and Visual Debias Decoding strat…☆78Updated 2 months ago
- MoCLE (First MLLM with MoE for instruction customization and generalization!) (https://arxiv.org/abs/2312.12379)☆37Updated last year
- HallE-Control: Controlling Object Hallucination in LMMs☆30Updated last year
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆46Updated 6 months ago
- An LLM-free Multi-dimensional Benchmark for Multi-modal Hallucination Evaluation☆117Updated last year
- [NAACL 2024] Vision language model that reduces hallucinations through self-feedback guided revision. Visualizes attentions on image feat…☆44Updated 8 months ago
- [ICML2024] Repo for the paper `Evaluating and Analyzing Relationship Hallucinations in Large Vision-Language Models'☆20Updated 4 months ago
- Official resource for paper Investigating and Mitigating the Multimodal Hallucination Snowballing in Large Vision-Language Models (ACL 20…☆11Updated 8 months ago
- mPLUG-HalOwl: Multimodal Hallucination Evaluation and Mitigating☆94Updated last year
- [ICLR 2024] Analyzing and Mitigating Object Hallucination in Large Vision-Language Models☆146Updated last year
- HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data (Accepted by CVPR 2024)☆45Updated 9 months ago
- Official pytorch implementation of "Don't Miss the Forest for the Trees: Attentional Vision Calibration for Large Vision Language Models"☆15Updated 9 months ago
- ☆28Updated last month
- [EMNLP'23] The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆83Updated last year
- M-HalDetect Dataset Release☆25Updated last year
- The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆206Updated last year
- Latest Advances on Modality Priors in Multimodal Large Language Models☆16Updated last week
- [ICML 2024 Oral] Official code repository for MLLM-as-a-Judge.☆67Updated 2 months ago
- [ICML 2025] Official implementation of paper 'Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in…☆48Updated this week
- up-to-date curated list of state-of-the-art Large vision language models hallucinations research work, papers & resources☆125Updated 3 weeks ago
- Code for Reducing Hallucinations in Vision-Language Models via Latent Space Steering☆52Updated 5 months ago
- [AAAI 2025] ConVis: Contrastive Decoding with Hallucination Visualization for Mitigating Hallucinations in Multimodal Large Language Mode…☆17Updated 7 months ago
- [ICLR 2025] Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality☆24Updated 3 weeks ago