p1k0pan / ICDLinks
[ACL 2024] Mitigating Hallucinations in Large Vision-Language Models with Instruction Contrastive Decoding
☆10Updated 8 months ago
Alternatives and similar repositories for ICD
Users that are interested in ICD are comparing it to the libraries listed below
Sorting:
- Official resource for paper Investigating and Mitigating the Multimodal Hallucination Snowballing in Large Vision-Language Models (ACL 20…☆12Updated 10 months ago
- [NeurIPS 2024] Calibrated Self-Rewarding Vision Language Models☆76Updated last year
- [ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation☆87Updated 6 months ago
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆51Updated 7 months ago
- [EMNLP 2024] mDPO: Conditional Preference Optimization for Multimodal Large Language Models.☆75Updated 7 months ago
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆88Updated 6 months ago
- CHAIR metric is a rule-based metric for evaluating object hallucination in caption generation.☆29Updated last year
- HallE-Control: Controlling Object Hallucination in LMMs☆31Updated last year
- HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data (Accepted by CVPR 2024)☆45Updated 11 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 4 months ago
- Github repository for "Bring Reason to Vision: Understanding Perception and Reasoning through Model Merging" (ICML 2025)☆62Updated 3 weeks ago
- [ICLR 2024] Analyzing and Mitigating Object Hallucination in Large Vision-Language Models☆145Updated last year
- MoCLE (First MLLM with MoE for instruction customization and generalization!) (https://arxiv.org/abs/2312.12379)☆41Updated last year
- the official repo for EMNLP 2024 (main) paper "EFUF: Efficient Fine-grained Unlearning Framework for Mitigating Hallucinations in Multimo…☆19Updated 2 months ago
- ☆74Updated last year
- ☆40Updated last month
- ☆14Updated 2 months ago
- ☆9Updated last month
- Official Pytorch implementation of "Interpreting and Editing Vision-Language Representations to Mitigate Hallucinations" (ICLR '25)☆75Updated 3 weeks ago
- PyTorch Implementation of "Divide, Conquer and Combine: A Training-Free Framework for High-Resolution Image Perception in Multimodal Larg…☆23Updated last month
- More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models☆21Updated 3 weeks ago
- [ACL 2025 Findings] Official pytorch implementation of "Don't Miss the Forest for the Trees: Attentional Vision Calibration for Large Vis…☆16Updated 11 months ago
- [NAACL 2024] Vision language model that reduces hallucinations through self-feedback guided revision. Visualizes attentions on image feat…☆46Updated 10 months ago
- Less is More: High-value Data Selection for Visual Instruction Tuning☆14Updated 5 months ago
- ☆29Updated 3 months ago
- Code for Reducing Hallucinations in Vision-Language Models via Latent Space Steering☆60Updated 7 months ago
- The First to Know: How Token Distributions Reveal Hidden Knowledge in Large Vision-Language Models?☆31Updated 7 months ago
- [ICML2024] Repo for the paper `Evaluating and Analyzing Relationship Hallucinations in Large Vision-Language Models'☆21Updated 5 months ago
- [CVPR 2025] Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention☆35Updated 11 months ago
- Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization☆88Updated last year