Ziwei-Zheng / NulluLinks
Code for paper: Nullu: Mitigating Object Hallucinations in Large Vision-Language Models via HalluSpace Projection
☆41Updated 6 months ago
Alternatives and similar repositories for Nullu
Users that are interested in Nullu are comparing it to the libraries listed below
Sorting:
- [CVPR 2025] Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention☆45Updated last year
- [CVPR 2025] Devils in Middle Layers of Large Vision-Language Models: Interpreting, Detecting and Mitigating Object Hallucinations via Att…☆38Updated 6 months ago
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆97Updated 9 months ago
- Code for DeCo: Decoupling token compression from semanchc abstraction in multimodal large language models☆69Updated 2 months ago
- Code for ICLR 2025 Paper: Visual Description Grounding Reduces Hallucinations and Boosts Reasoning in LVLMs☆20Updated 4 months ago
- [NeurIPS 2024] Mitigating Object Hallucination via Concentric Causal Attention☆61Updated 3 weeks ago
- PyTorch code for "Contrastive Region Guidance: Improving Grounding in Vision-Language Models without Training"☆36Updated last year
- The First to Know: How Token Distributions Reveal Hidden Knowledge in Large Vision-Language Models?☆35Updated 10 months ago
- [ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation☆105Updated last week
- A library of visualization tools for the interpretability and hallucination analysis of large vision-language models (LVLMs).☆39Updated 3 months ago
- [ACL'25 Main] Official Implementation of HiDe-LLaVA: Hierarchical Decoupling for Continual Instruction Tuning of Multimodal Large Languag…☆26Updated last week
- HallE-Control: Controlling Object Hallucination in LMMs☆31Updated last year
- [ICLR 2025] VL-ICL Bench: The Devil in the Details of Multimodal In-Context Learning☆65Updated 7 months ago
- More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models☆53Updated 3 months ago
- [NeurIPS 2024] Calibrated Self-Rewarding Vision Language Models☆80Updated last year
- [ACM Multimedia 2025] This is the official repo for Debiasing Large Visual Language Models, including a Post-Hoc debias method and Visual…☆82Updated 6 months ago
- HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data (Accepted by CVPR 2024)☆48Updated last year
- [ICCV 2025] ONLY: One-Layer Intervention Sufficiently Mitigates Hallucinations in Large Vision-Language Models☆36Updated 2 months ago
- ☆18Updated 5 months ago
- [ICCV 2025] Official code for "AIM: Adaptive Inference of Multi-Modal LLMs via Token Merging and Pruning"☆39Updated 2 months ago
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆55Updated 10 months ago
- 【NeurIPS 2024】The official code of paper "Automated Multi-level Preference for MLLMs"☆19Updated 11 months ago
- [ECCV2024] Reflective Instruction Tuning: Mitigating Hallucinations in Large Vision-Language Models☆17Updated last year
- ☆54Updated last month
- ☆140Updated 7 months ago
- [EMNLP'23] The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆93Updated 3 weeks ago
- [ECCV 2024] API: Attention Prompting on Image for Large Vision-Language Models☆102Updated 11 months ago
- [ECCV 2024] Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs☆140Updated 10 months ago
- PyTorch Implementation of "Divide, Conquer and Combine: A Training-Free Framework for High-Resolution Image Perception in Multimodal Larg…☆28Updated 4 months ago
- Official pytorch implementation of "RITUAL: Random Image Transformations as a Universal Anti-hallucination Lever in Large Vision Language…☆13Updated 9 months ago