shuyansy / MLLM-Semantic-HallucinationLinks
π₯π₯[NeurIPS2025]Exploring and mitigating semantic hallucinations in scene text perception and reasoning
β20Updated 2 months ago
Alternatives and similar repositories for MLLM-Semantic-Hallucination
Users that are interested in MLLM-Semantic-Hallucination are comparing it to the libraries listed below
Sorting:
- β53Updated 8 months ago
- [MM2024, oral] "Self-Supervised Visual Preference Alignment" https://arxiv.org/abs/2404.10501β59Updated last year
- [ICLR2025] MMIU: Multimodal Multi-image Understanding for Evaluating Large Vision-Language Modelsβ90Updated last year
- Official implement of MIA-DPOβ67Updated 10 months ago
- SophiaVL-R1: Reinforcing MLLMs Reasoning with Thinking Rewardβ88Updated 4 months ago
- Github repository for "Bring Reason to Vision: Understanding Perception and Reasoning through Model Merging" (ICML 2025)β86Updated 2 months ago
- β18Updated last year
- We introduce new approach, Token Reduction using CLIP Metric (TRIM), aimed at improving the efficiency of MLLMs without sacrificing theirβ¦β19Updated last year
- [ACL 2024] Multi-modal preference alignment remedies regression of visual instruction tuning on language modelβ48Updated last year
- [EMNLP 2024] SURf: Teaching Large Vision-Language Models to Selectively Utilize Retrieved Informationβ12Updated last year
- [SCIS 2024] The official implementation of the paper "MMInstruct: A High-Quality Multi-Modal Instruction Tuning Dataset with Extensive Diβ¦β61Updated last year
- [NeurIPS'24] Official PyTorch Implementation of Seeing the Image: Prioritizing Visual Correlation by Contrastive Alignmentβ58Updated last year
- Preference Learning for LLaVAβ57Updated last year
- The official implementation of the paper "MMFuser: Multimodal Multi-Layer Feature Fuser for Fine-Grained Vision-Language Understanding". β¦β61Updated last year
- The codebase for our EMNLP24 paper: Multimodal Self-Instruct: Synthetic Abstract Image and Visual Reasoning Instruction Using Language Moβ¦β84Updated 10 months ago
- DeepPerception: Advancing R1-like Cognitive Visual Perception in MLLMs for Knowledge-Intensive Visual Groundingβ65Updated 6 months ago
- Official repository of 'ScaleCap: Inference-Time Scalable Image Captioning via Dual-Modality Debiasingββ58Updated 5 months ago
- [NeurIPS 2025] Unsupervised Post-Training for Multi-Modal LLM Reasoning via GRPOβ70Updated last month
- Official repo for "PAPO: Perception-Aware Policy Optimization for Multimodal Reasoning"β104Updated last week
- MME-Unify: A Comprehensive Benchmark for Unified Multimodal Understanding and Generation Modelsβ41Updated 8 months ago
- CLIP-MoE: Mixture of Experts for CLIPβ50Updated last year
- Code for "AVG-LLaVA: A Multimodal Large Model with Adaptive Visual Granularity"β33Updated last year
- (ICLR 2025 Spotlight) DEEM: Official implementation of Diffusion models serve as the eyes of large language models for image perception.β44Updated 5 months ago
- [NeurIPS 2025 Spotlight] Think or Not Think: A Study of Explicit Thinking in Rule-Based Visual Reinforcement Fine-Tuningβ76Updated 2 months ago
- [NeurIPS 2025] NoisyRollout: Reinforcing Visual Reasoning with Data Augmentationβ100Updated 2 months ago
- [ICCV 2025] ONLY: One-Layer Intervention Sufficiently Mitigates Hallucinations in Large Vision-Language Modelsβ44Updated 5 months ago
- β124Updated 3 weeks ago
- Scaling Multi-modal Instruction Fine-tuning with Tens of Thousands Vision Task Typesβ32Updated 4 months ago
- Code for DeCo: Decoupling token compression from semanchc abstraction in multimodal large language modelsβ74Updated 5 months ago
- Reinforcement Learning of Vision Language Models with Self Visual Perception Rewardβ149Updated 2 months ago