ZhangqiJiang07 / middle_layers_indicating_hallucinationsLinks
[CVPR 2025] Devils in Middle Layers of Large Vision-Language Models: Interpreting, Detecting and Mitigating Object Hallucinations via Attention Lens
☆59Updated 2 months ago
Alternatives and similar repositories for middle_layers_indicating_hallucinations
Users that are interested in middle_layers_indicating_hallucinations are comparing it to the libraries listed below
Sorting:
- Code for ICLR 2025 Paper: Visual Description Grounding Reduces Hallucinations and Boosts Reasoning in LVLMs☆22Updated 7 months ago
- [CVPR 2025] Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention☆57Updated last year
- [NeurIPS 2024] Mitigating Object Hallucination via Concentric Causal Attention☆66Updated 3 months ago
- [ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation☆127Updated 3 months ago
- [ECCV 2024] Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs☆157Updated last year
- [NeurIPS 2025] More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models☆73Updated 6 months ago
- [ICLR 2025] See What You Are Told: Visual Attention Sink in Large Multimodal Models☆81Updated 10 months ago
- [ICCV 2025] ONLY: One-Layer Intervention Sufficiently Mitigates Hallucinations in Large Vision-Language Models☆43Updated 5 months ago
- Official pytorch implementation of "RITUAL: Random Image Transformations as a Universal Anti-hallucination Lever in Large Vision Language…☆14Updated last year
- [ECCV 2024] API: Attention Prompting on Image for Large Vision-Language Models☆107Updated last year
- Code for paper: Nullu: Mitigating Object Hallucinations in Large Vision-Language Models via HalluSpace Projection☆48Updated 9 months ago
- HallE-Control: Controlling Object Hallucination in LMMs☆32Updated last year
- ☆26Updated 8 months ago
- [CVPR 2025] VASparse: Towards Efficient Visual Hallucination Mitigation via Visual-Aware Token Sparsification☆46Updated 9 months ago
- PyTorch code for "Contrastive Region Guidance: Improving Grounding in Vision-Language Models without Training"☆39Updated last year
- [ICLR 2025] Code for Self-Correcting Decoding with Generative Feedback for Mitigating Hallucinations in Large Vision-Language Models☆24Updated 8 months ago
- The First to Know: How Token Distributions Reveal Hidden Knowledge in Large Vision-Language Models?☆41Updated last year
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆106Updated last year
- Code for Reducing Hallucinations in Vision-Language Models via Latent Space Steering☆98Updated last year
- Code for DeCo: Decoupling token compression from semanchc abstraction in multimodal large language models☆75Updated 5 months ago
- [NeurIPS2024] Repo for the paper `ControlMLLM: Training-Free Visual Prompt Learning for Multimodal Large Language Models'☆201Updated 5 months ago
- [ICML 2025] Official implementation of paper 'Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in…☆178Updated 3 months ago
- [CVPR' 25] Interleaved-Modal Chain-of-Thought☆103Updated 3 weeks ago
- [ICLR 2025] VL-ICL Bench: The Devil in the Details of Multimodal In-Context Learning☆68Updated 3 months ago
- [ECCV2024] Reflective Instruction Tuning: Mitigating Hallucinations in Large Vision-Language Models☆20Updated last year
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆56Updated last year
- MME-CoT: Benchmarking Chain-of-Thought in LMMs for Reasoning Quality, Robustness, and Efficiency☆135Updated 4 months ago
- This repository is the official implementation of "Look-Back: Implicit Visual Re-focusing in MLLM Reasoning".☆76Updated 5 months ago
- [NeurIPS 2025 Spotlight] Think or Not Think: A Study of Explicit Thinking in Rule-Based Visual Reinforcement Fine-Tuning☆78Updated 3 months ago
- [NeurIPS'25] ReAgent-V: A Reward-Driven Multi-Agent Framework for Video Understanding☆46Updated 3 months ago