Alternatives and similar repositories for less-is-more

Users that are interested in less-is-more are comparing it to the libraries listed below

• luka-group / mDPO
  [EMNLP 2024] mDPO: Conditional Preference Optimization for Multimodal Large Language Models.
  ☆74Updated 6 months ago
• YiyangZhou / CSR
  [NeurIPS 2024] Calibrated Self-Rewarding Vision Language Models
  ☆74Updated 11 months ago
• AoiDragon / POPE
  [EMNLP'23] The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''
  ☆83Updated last year
• DAMO-NLP-SG / CMM
  ✨✨The Curse of Multi-Modalities (CMM): Evaluating Hallucinations of Large Multimodal Models across Language, Visual, and Audio
  ☆46Updated 2 weeks ago
• YiyangZhou / LURE
  [ICLR 2024] Analyzing and Mitigating Object Hallucination in Large Vision-Language Models
  ☆146Updated last year
• zjunlp / Deco
  [ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation
  ☆82Updated 5 months ago
• opendatalab / HA-DPO
  Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
  ☆88Updated last year
• Yuqifan1117 / HalluciDoctor
  HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data (Accepted by CVPR 2024)
  ☆45Updated 10 months ago
• yfzhang114 / LLaVA-Align
  This is the official repo for Debiasing Large Visual Language Models, including a Post-Hoc debias method and Visual Debias Decoding strat…
  ☆78Updated 3 months ago
• LightChen233 / M3CoT
  ☆74Updated 11 months ago
• RifleZhang / LLaVA-Reasoner-DPO
  ☆77Updated 4 months ago
• mrwu-mac / R-Bench
  [ICML2024] Repo for the paper `Evaluating and Analyzing Relationship Hallucinations in Large Vision-Language Models'
  ☆21Updated 5 months ago
• yaolinli / DeCo
  ☆36Updated 10 months ago
• The-Martyr / CausalMM
  [ICLR 2025] Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality
  ☆30Updated 3 weeks ago
• 1zhou-Wang / MemVR
  [ICML 2025] Official implementation of paper 'Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in…
  ☆120Updated last week
• yihedeng9 / STIC
  Enhancing Large Vision Language Models with Self-Training on Image Comprehension.
  ☆67Updated last year
• bronyayang / HallE_Control
  HallE-Control: Controlling Object Hallucination in LMMs
  ☆31Updated last year
• joez17 / VideoNIAH
  VideoNIAH: A Flexible Synthetic Method for Benchmarking Video MLLMs
  ☆47Updated 2 months ago
• thunlp / DeepPerception
  DeepPerception: Advancing R1-like Cognitive Visual Perception in MLLMs for Knowledge-Intensive Visual Grounding
  ☆56Updated 2 months ago
• jungao1106 / ICoT
  [CVPR' 25] Interleaved-Modal Chain-of-Thought
  ☆45Updated last month
• BillChan226 / HALC
  [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"
  ☆88Updated 6 months ago
• pengts / VW-LMM
  ☆25Updated last year
• shengliu66 / VTI
  Code for Reducing Hallucinations in Vision-Language Models via Latent Space Steering
  ☆57Updated 6 months ago
• yaolinli / TimeChat-Online
  TimeChat-online: 80% Visual Tokens are Naturally Redundant in Streaming Videos
  ☆42Updated last week
• X-PLUG / mPLUG-HalOwl
  mPLUG-HalOwl: Multimodal Hallucination Evaluation and Mitigating
  ☆95Updated last year
• Liuziyu77 / MIA-DPO
  Official implement of MIA-DPO
  ☆58Updated 4 months ago
• RupertLuo / VoCoT
  VoCoT: Unleashing Visually Grounded Multi-Step Reasoning in Large Multi-Modal Models
  ☆60Updated 10 months ago
• LALBJ / PAI
  [ECCV 2024] Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs
  ☆120Updated 6 months ago
• zwq2018 / Multi-modal-Self-instruct
  The codebase for our EMNLP24 paper: Multimodal Self-Instruct: Synthetic Abstract Image and Visual Reasoning Instruction Using Language Mo…
  ☆78Updated 4 months ago
• NUS-TRAIL / NoisyRollout
  NoisyRollout: Reinforcing Visual Reasoning with Data Augmentation
  ☆64Updated 2 weeks ago