Ziwei-Zheng / VaLSeLinks
A library of visualization tools for the interpretability and hallucination analysis of large vision-language models (LVLMs).
☆32Updated last month
Alternatives and similar repositories for VaLSe
Users that are interested in VaLSe are comparing it to the libraries listed below
Sorting:
- Code for paper: Nullu: Mitigating Object Hallucinations in Large Vision-Language Models via HalluSpace Projection☆31Updated 3 months ago
- ECSO (Make MLLM safe without neither training nor any external models!) (https://arxiv.org/abs/2403.09572)☆25Updated 7 months ago
- HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data (Accepted by CVPR 2024)☆45Updated 11 months ago
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆88Updated 6 months ago
- The First to Know: How Token Distributions Reveal Hidden Knowledge in Large Vision-Language Models?☆31Updated 7 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
- [CVPR 2025] Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention☆35Updated 11 months ago
- [NAACL 2025 Main] Official Implementation of MLLMU-Bench☆26Updated 3 months ago
- ☆47Updated 7 months ago
- HallE-Control: Controlling Object Hallucination in LMMs☆31Updated last year
- ☆40Updated last month
- Code for ICLR 2025 Paper: Visual Description Grounding Reduces Hallucinations and Boosts Reasoning in LVLMs☆16Updated last month
- Official pytorch implementation of "RITUAL: Random Image Transformations as a Universal Anti-hallucination Lever in Large Vision Language…☆12Updated 6 months ago
- PyTorch Implementation of "Divide, Conquer and Combine: A Training-Free Framework for High-Resolution Image Perception in Multimodal Larg…☆23Updated last month
- [EMNLP'23] The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆84Updated last year
- This repo contains the code for the paper "Understanding and Mitigating Hallucinations in Large Vision-Language Models via Modular Attrib…☆18Updated 3 months ago
- Code for Reducing Hallucinations in Vision-Language Models via Latent Space Steering☆60Updated 7 months ago
- Official Code and data for ACL 2024 finding, "An Empirical Study on Parameter-Efficient Fine-Tuning for MultiModal Large Language Models"☆19Updated 7 months ago
- [NeurIPS 2024] Calibrated Self-Rewarding Vision Language Models☆76Updated last year
- Instruction Tuning in Continual Learning paradigm☆50Updated 4 months ago
- Less is More: High-value Data Selection for Visual Instruction Tuning☆14Updated 5 months ago
- ☆14Updated 7 months ago
- Code release for VTW (AAAI 2025) Oral☆43Updated 5 months ago
- VHTest☆13Updated 7 months ago
- ☆57Updated 7 months ago
- [ICLR2025] γ -MOD: Mixture-of-Depth Adaptation for Multimodal Large Language Models☆36Updated 4 months ago
- ☆37Updated 11 months ago
- MMICL, a state-of-the-art VLM with the in context learning ability from ICL, PKU☆47Updated last year
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆51Updated 7 months ago
- [CVPR 2025] DyCoke: Dynamic Compression of Tokens for Fast Video Large Language Models☆52Updated 2 weeks ago