Alternatives and similar repositories for UniME

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

• Kwai-YuanQi / MM-RLHF
  The Next Step Forward in Multimodal LLM Alignment
  ☆196Updated 9 months ago
• Liuziyu77 / MMDU
  Official repository of MMDU dataset
  ☆103Updated last year
• MME-Benchmarks / MME-RealWorld
  ✨✨ [ICLR 2025] MME-RealWorld: Could Your Multimodal LLM Challenge High-Resolution Real-World Scenarios that are Difficult for Humans?
  ☆152Updated 3 months ago
• XMUDeepLIT / LLaVE
  LLaVE: Large Language and Vision Embedding Models with Hardness-Weighted Contrastive Learning
  ☆75Updated 8 months ago
• TempleX98 / MoVA
  [NeurIPS 2024] MoVA: Adapting Mixture of Vision Experts to Multimodal Context
  ☆171Updated last year
• foundation-multimodal-models / CAL
  [NeurIPS'24] Official PyTorch Implementation of Seeing the Image: Prioritizing Visual Correlation by Contrastive Alignment
  ☆58Updated last year
• LengSicong / MMR1
  MMR1: Enhancing Multimodal Reasoning with Variance-Aware Sampling and Open Resources
  ☆214Updated 4 months ago
• ggg0919 / cantor
  ☆90Updated last year
• invictus717 / MiCo
  [ICCV 2025] Explore the Limits of Omni-modal Pretraining at Scale
  ☆122Updated last year
• alibaba / conv-llava
  ☆124Updated last year
• waltonfuture / RL-with-Cold-Start
  SFT+RL boosts multimodal reasoning
  ☆44Updated 7 months ago
• UCSC-VLAA / VLAA-Thinking
  [TMLR 25] SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models
  ☆149Updated 3 months ago
• TIGER-AI-Lab / Pixel-Reasoner
  Pixel-Level Reasoning Model trained with RL [NeuIPS25]
  ☆269Updated 2 months ago
• HJYao00 / DenseConnector
  【NeurIPS 2024】Dense Connector for MLLMs
  ☆180Updated last year
• DAMO-NLP-SG / multimodal_textbook
  [ICCV 2025 Highlight] The official repository for "2.5 Years in Class: A Multimodal Textbook for Vision-Language Pretraining"
  ☆191Updated 10 months ago
• RUCAIBox / Virgo
  Official code of *Virgo: A Preliminary Exploration on Reproducing o1-like MLLM*
  ☆109Updated 8 months ago
• shufangxun / LLaVA-MoD
  [ICLR 2025] LLaVA-MoD: Making LLaVA Tiny via MoE-Knowledge Distillation
  ☆221Updated 10 months ago
• RLHF-V / RLHF-V
  [CVPR'24] RLHF-V: Towards Trustworthy MLLMs via Behavior Alignment from Fine-grained Correctional Human Feedback
  ☆306Updated last year
• MME-Benchmarks / MME-CoT
  MME-CoT: Benchmarking Chain-of-Thought in LMMs for Reasoning Quality, Robustness, and Efficiency
  ☆137Updated 6 months ago
• EvolvingLMMs-Lab / OpenMMReasoner
  OpenMMReasoner: Pushing the Frontiers for Multimodal Reasoning with an Open and General Recipe
  ☆141Updated last month
• ding523 / Curr_REFT
  ☆74Updated 8 months ago
• minglllli / CLS-RL
  [NeurIPS 2025 Spotlight] Think or Not Think: A Study of Explicit Thinking in Rule-Based Visual Reinforcement Fine-Tuning
  ☆78Updated 4 months ago
• Liuziyu77 / MIA-DPO
  Official implement of MIA-DPO
  ☆70Updated last year
• haon-chen / MoCa
  ☆67Updated 5 months ago
• eric-ai-lab / GRIT
  Official code for NeurIPS 2025 paper "GRIT: Teaching MLLMs to Think with Images"
  ☆173Updated 3 weeks ago
• ZhangXJ199 / TinyLLaVA-Video
  A Simple Framework of Small-scale LMMs for Video Understanding
  ☆108Updated 7 months ago
• PhoenixZ810 / MG-LLaVA
  Official repository for paper MG-LLaVA: Towards Multi-Granularity Visual Instruction Tuning(https://arxiv.org/abs/2406.17770).
  ☆159Updated last year
• TIGER-AI-Lab / Mantis
  Official code for Paper "Mantis: Multi-Image Instruction Tuning" [TMLR 2024 Best Paper]
  ☆238Updated last month
• GaryGuTC / UniME-v2
  [AAAI 2026 Oral] The official code of "UniME-V2: MLLM-as-a-Judge for Universal Multimodal Embedding Learning"
  ☆59Updated last month
• dongyh20 / Insight-V
  [CVPR2025 Highlight] Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models
  ☆233Updated 2 months ago