Alternatives and similar repositories for PAI

Users that are interested in PAI are comparing it to the libraries listed below

• zjunlp / Deco
  [ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation
  ☆118Updated 2 months ago
• RupertLuo / VoCoT
  VoCoT: Unleashing Visually Grounded Multi-Step Reasoning in Large Multi-Modal Models
  ☆75Updated last year
• mrwu-mac / ControlMLLM
  [NeurIPS2024] Repo for the paper `ControlMLLM: Training-Free Visual Prompt Learning for Multimodal Large Language Models'
  ☆196Updated 3 months ago
• MME-Benchmarks / MME-CoT
  MME-CoT: Benchmarking Chain-of-Thought in LMMs for Reasoning Quality, Robustness, and Efficiency
  ☆133Updated 3 months ago
• minglllli / CLS-RL
  [NeurIPS 2025 Spotlight] Think or Not Think: A Study of Explicit Thinking in Rule-Based Visual Reinforcement Fine-Tuning
  ☆71Updated last month
• AoiDragon / POPE
  [EMNLP'23] The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''
  ☆95Updated 2 months ago
• opendatalab / HA-DPO
  Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
  ☆97Updated last year
• 1zhou-Wang / MemVR
  [ICML 2025] Official implementation of paper 'Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in…
  ☆167Updated last month
• DAMO-NLP-SG / VCD
  [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding
  ☆336Updated last year
• HKUST-LongGroup / Awesome-MLLM-Benchmarks
  ☆148Updated 9 months ago
• swordlidev / Evaluation-Multimodal-LLMs-Survey
  A Survey on Benchmarks of Multimodal Large Language Models
  ☆143Updated 4 months ago
• saccharomycetes / mllms_know
  [ICLR'25] Official code for the paper 'MLLMs Know Where to Look: Training-free Perception of Small Visual Details with Multimodal LLMs'
  ☆291Updated 6 months ago
• pengts / VW-LMM
  ☆25Updated last year
• MMStar-Benchmark / MMStar
  [NeurIPS 2024] This repo contains evaluation code for the paper "Are We on the Right Way for Evaluating Large Vision-Language Models"
  ☆196Updated last year
• yuezih / less-is-more
  Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)
  ☆55Updated last year
• yaolinli / DeCo
  Code for DeCo: Decoupling token compression from semanchc abstraction in multimodal large language models
  ☆74Updated 3 months ago
• Cooperx521 / PyramidDrop
  (CVPR 2025) PyramidDrop: Accelerating Your Large Vision-Language Models via Pyramid Visual Redundancy Reduction
  ☆133Updated 8 months ago
• BillChan226 / HALC
  [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"
  ☆101Updated 11 months ago
• Sreyan88 / VDGD
  Code for ICLR 2025 Paper: Visual Description Grounding Reduces Hallucinations and Boosts Reasoning in LVLMs
  ☆22Updated 6 months ago
• xing0047 / cca-llava
  [NeurIPS 2024] Mitigating Object Hallucination via Concentric Causal Attention
  ☆63Updated 2 months ago
• ZhangqiJiang07 / middle_layers_indicating_hallucinations
  [CVPR 2025] Devils in Middle Layers of Large Vision-Language Models: Interpreting, Detecting and Mitigating Object Hallucinations via Att…
  ☆51Updated last month
• Yxxxb / VoCo-LLaMA
  [CVPR'2025] VoCo-LLaMA: This repo is the official implementation of "VoCo-LLaMA: Towards Vision Compression with Large Language Models".
  ☆194Updated 4 months ago
• HJYao00 / DenseConnector
  【NeurIPS 2024】Dense Connector for MLLMs
  ☆180Updated last year
• bronyayang / HallE_Control
  HallE-Control: Controlling Object Hallucination in LMMs
  ☆31Updated last year
• chancharikmitra / CCoT
  [CVPR 2024] Official Code for the Paper "Compositional Chain-of-Thought Prompting for Large Multimodal Models"
  ☆140Updated last year
• appletea233 / Temporal-R1
  Reinforcement Learning Tuning for VideoLLMs: Reward Design and Data Efficiency
  ☆55Updated 5 months ago
• shikiw / Awesome-MLLM-Hallucination
  Papers about Hallucination in Multi-Modal Large Language Models (MLLMs)
  ☆98Updated 11 months ago
• foundation-multimodal-models / CAL
  [NeurIPS'24] Official PyTorch Implementation of Seeing the Image: Prioritizing Visual Correlation by Contrastive Alignment
  ☆57Updated last year
• yu-rp / apiprompting
  [ECCV 2024] API: Attention Prompting on Image for Large Vision-Language Models
  ☆105Updated last year
• NUS-TRAIL / NoisyRollout
  [NeurIPS 2025] NoisyRollout: Reinforcing Visual Reasoning with Data Augmentation
  ☆95Updated last month