DAMO-NLP-SG / CMMLinks
✨✨The Curse of Multi-Modalities (CMM): Evaluating Hallucinations of Large Multimodal Models across Language, Visual, and Audio
☆52Updated 7 months ago
Alternatives and similar repositories for CMM
Users that are interested in CMM are comparing it to the libraries listed below
Sorting:
- [EMNLP 2024] mDPO: Conditional Preference Optimization for Multimodal Large Language Models.☆85Updated last year
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆57Updated last year
- [NeurIPS 2024] Calibrated Self-Rewarding Vision Language Models☆84Updated 3 months ago
- ☆37Updated last year
- VideoNIAH: A Flexible Synthetic Method for Benchmarking Video MLLMs☆54Updated 11 months ago
- [EMNLP'23] The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆105Updated 5 months ago
- Code for DeCo: Decoupling token compression from semanchc abstraction in multimodal large language models☆77Updated 6 months ago
- Code for "CAFe: Unifying Representation and Generation with Contrastive-Autoregressive Finetuning"☆32Updated 10 months ago
- ☆18Updated last year
- Official implement of MIA-DPO☆70Updated last year
- HallE-Control: Controlling Object Hallucination in LMMs☆31Updated last year
- Github repository for "Bring Reason to Vision: Understanding Perception and Reasoning through Model Merging" (ICML 2025)☆88Updated 4 months ago
- Enhancing Large Vision Language Models with Self-Training on Image Comprehension.☆69Updated last year
- DeepPerception: Advancing R1-like Cognitive Visual Perception in MLLMs for Knowledge-Intensive Visual Grounding☆66Updated 8 months ago
- [ICML2024] Repo for the paper `Evaluating and Analyzing Relationship Hallucinations in Large Vision-Language Models'☆22Updated last year
- VideoHallucer, The first comprehensive benchmark for hallucination detection in large video-language models (LVLMs)☆42Updated last month
- [NeurIPS 2025] NoisyRollout: Reinforcing Visual Reasoning with Data Augmentation☆104Updated 4 months ago
- [ACL 2024] Multi-modal preference alignment remedies regression of visual instruction tuning on language model☆47Updated last year
- HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data (Accepted by CVPR 2024)☆52Updated last year
- Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization☆100Updated 2 years ago
- code for "Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization"☆60Updated last year
- Official repo for "PAPO: Perception-Aware Policy Optimization for Multimodal Reasoning"☆113Updated last week
- A Comprehensive Benchmark for Robust Multi-image Understanding☆17Updated last year
- Codes for ReFocus: Visual Editing as a Chain of Thought for Structured Image Understanding [ICML 2025]]☆45Updated 6 months ago
- TemporalBench: Benchmarking Fine-grained Temporal Understanding for Multimodal Video Models☆37Updated last year
- [Neurips 24' D&B] Official Dataloader and Evaluation Scripts for LongVideoBench.☆113Updated last year
- ☆28Updated last year
- [ICLR 2024] Analyzing and Mitigating Object Hallucination in Large Vision-Language Models☆155Updated last year
- [Arxiv] Aligning Modalities in Vision Large Language Models via Preference Fine-tuning☆90Updated last year
- Code for "AVG-LLaVA: A Multimodal Large Model with Adaptive Visual Granularity"☆33Updated last year