HallE-Control: Controlling Object Hallucination in LMMs
☆31Apr 10, 2024Updated last year
Alternatives and similar repositories for HallE_Control
Users that are interested in HallE_Control are comparing it to the libraries listed below
Sorting:
- Official PyTorch Implementation for the "What if...?: Thinking Counterfactual Keywords Helps to Mitigate Hallucination in Large Multi-mod…☆20Sep 26, 2024Updated last year
- Official pytorch implementation of "RITUAL: Random Image Transformations as a Universal Anti-hallucination Lever in Large Vision Language…☆14Dec 16, 2024Updated last year
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆110Dec 4, 2024Updated last year
- An automatic MLLM hallucination detection framework☆19Sep 26, 2023Updated 2 years ago
- [ACM Multimedia 2025] This is the official repo for Debiasing Large Visual Language Models, including a Post-Hoc debias method and Visual…☆83Feb 22, 2025Updated last year
- [TACL] Do Vision and Language Models Share Concepts? A Vector Space Alignment Study☆16Nov 22, 2024Updated last year
- FaithScore: Fine-grained Evaluations of Hallucinations in Large Vision-Language Models☆33Nov 27, 2025Updated 3 months ago
- Look, Compare, Decide: Alleviating Hallucination in Large Vision-Language Models via Multi-View Multi-Path Reasoning☆24Sep 9, 2024Updated last year
- ☆18Aug 1, 2024Updated last year
- [NeurIPS'24] Official PyTorch Implementation of Seeing the Image: Prioritizing Visual Correlation by Contrastive Alignment☆58Sep 26, 2024Updated last year
- [EMNLP'23] The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆110Aug 21, 2025Updated 7 months ago
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆57Oct 28, 2024Updated last year
- [CVPR 2024 Highlight] OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allo…☆401Aug 24, 2024Updated last year
- The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆253Aug 21, 2025Updated 7 months ago
- [ACL 2025 Findings] Official pytorch implementation of "Don't Miss the Forest for the Trees: Attentional Vision Calibration for Large Vis…☆25Jul 21, 2024Updated last year
- ☆57Nov 26, 2024Updated last year
- Cross-Self KV Cache Pruning for Efficient Vision-Language Inference☆10Dec 15, 2024Updated last year
- 😎 curated list of awesome LMM hallucinations papers, methods & resources.☆150Mar 23, 2024Updated last year
- ☆94Mar 29, 2019Updated 6 years ago
- [ECCV 2024] Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs☆166Nov 6, 2024Updated last year
- mPLUG-HalOwl: Multimodal Hallucination Evaluation and Mitigating☆97Jan 29, 2024Updated 2 years ago
- [ICLR'24] Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning☆296Mar 13, 2024Updated 2 years ago
- [ACL 2024] Mitigating Hallucinations in Large Vision-Language Models with Instruction Contrastive Decoding☆15Nov 10, 2025Updated 4 months ago
- 📖 A curated list of resources dedicated to hallucination of multimodal large language models (MLLM).☆994Sep 27, 2025Updated 5 months ago
- [CVPR2025] Code Release of F-LMM: Grounding Frozen Large Multimodal Models☆109May 29, 2025Updated 9 months ago
- [NeurIPS 2024] Official Repository of Multi-Object Hallucination in Vision-Language Models☆35Nov 13, 2024Updated last year
- Official Pytorch implementation of 'Facing the Elephant in the Room: Visual Prompt Tuning or Full Finetuning'? (ICLR2024)☆13Mar 8, 2024Updated 2 years ago
- Multi-Stage Vision Token Dropping: Towards Efficient Multimodal Large Language Model☆37Jan 8, 2025Updated last year
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding☆387Oct 7, 2024Updated last year
- [EMNLP 2024] Official code for "Beyond Embeddings: The Promise of Visual Table in Multi-Modal Models"☆20Oct 17, 2024Updated last year
- HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data (Accepted by CVPR 2024)☆52Jul 16, 2024Updated last year
- [NeurIPS 2024] Mitigating Object Hallucination via Concentric Causal Attention☆66Aug 30, 2025Updated 6 months ago
- We introduce new approach, Token Reduction using CLIP Metric (TRIM), aimed at improving the efficiency of MLLMs without sacrificing their…☆21Jan 11, 2026Updated 2 months ago
- [ICLR '25] Official Pytorch implementation of "Interpreting and Editing Vision-Language Representations to Mitigate Hallucinations"☆101Nov 30, 2025Updated 3 months ago
- [ICML2024] Repo for the paper `Evaluating and Analyzing Relationship Hallucinations in Large Vision-Language Models'☆23Jan 1, 2025Updated last year
- Official resource for paper Investigating and Mitigating the Multimodal Hallucination Snowballing in Large Vision-Language Models (ACL 20…☆15Aug 12, 2024Updated last year
- ☆360Jan 27, 2024Updated 2 years ago
- Code and data for paper "Exploring Hallucination of Large Multimodal Models in Video Understanding: Benchmark, Analysis and Mitigation".☆24Oct 22, 2025Updated 5 months ago
- This repository contains the code of our paper 'Skip \n: A simple method to reduce hallucination in Large Vision-Language Models'.☆15Feb 12, 2024Updated 2 years ago