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@Q-Future Visual Evaluation with Foundation Models

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    19 repositories

    • Q-ReAlign

      Public
      Q-Align-style framework with lightweight LMMs, including 0.8B, 4B, and 9B checkpoints, dataset builders, caching, scoring, and CLI workflows.
      Python
      •3•511•1•0•Updated Jun 24, 2026Jun 24, 2026

    • Q-Align

      Public
      ③[ICML2024] [IQA, IAA, VQA] All-in-one Foundation Model for visual scoring. Can efficiently fine-tune to downstream datasets.
      aestheticimage-quality-assessmentaesthetic-visual-analysis
      aestheticimage-quality-assessmentaesthetic-visual-analysisvideo-quality-assessmentaesthetic-assessment
      Python
      •
      Other
      •33•613•19•0•Updated Jun 24, 2026Jun 24, 2026

    • Visual-Question-Answering-for-Video-Quality-Assessment

      Public
      [ACMMM2025] Official released code for VQA² series models
      Python
      •
      Apache License 2.0
      •2•68•8•0•Updated Apr 21, 2026Apr 21, 2026

    • Q-Ground

      Public
      Official codes for "Q-Ground: Image Quality Grounding with Large Multi-modality Models", ACM MM2024 (Oral)
      Python
      •
      Apache License 2.0
      •0•49•4•0•Updated Apr 21, 2026Apr 21, 2026

    • Q-Eval-plus

      Public
      Python
      •1•0•0•0•Updated Mar 24, 2026Mar 24, 2026

    • LMM-Evaluation-Survey

      Public
      Official repo for 'Large Multimodal Models Evaluation: A Survey'
      13•1•0•0•Updated Dec 12, 2025Dec 12, 2025

    • Q-Bench-Video

      Public
      [CVPR 2025] A benchmark for video quality understanding of LMMs
      Python
      •1•112•1•0•Updated Mar 14, 2025Mar 14, 2025

    • Compare2Score

      Public
      [Neurips 24 Spotlight] Training in Pairs + Inference on Single Image with Anchors
      Python
      •
      MIT License
      •3•52•6•0•Updated Feb 20, 2025Feb 20, 2025

    • A-Bench

      Public
      [ICLR 2025] What do we expect from LMMs as AIGI evaluators and how do they perform?
      evaluationlmmai-generated-images
      evaluationlmmai-generated-images
      4•123•0•0•Updated Feb 3, 2025Feb 3, 2025

    • LMM-PCQA

      Public
      Official repo for `LMM-PCQA: Assisting Point Cloud Quality Assessment with LMM', ACM MM2024 Oral
      Python
      •1•17•0•0•Updated Nov 21, 2024Nov 21, 2024

    • Q-Align-Aria

      Public
      Visual Scorer with Aria MoE model
      Jupyter Notebook
      •
      Apache License 2.0
      •87•2•0•0•Updated Nov 14, 2024Nov 14, 2024

    • R-Bench

      Public
      [IEEE JSTSP 2025] Using LMM in Real-world Distortion
      Jupyter Notebook
      •0•14•0•0•Updated Oct 13, 2024Oct 13, 2024

    • Co-Instruct

      Public
      ④[ECCV 2024 Oral, Comparison among Multiple Images!] A study on open-ended multi-image quality comparison: a dataset, a model and a benchmark.
      image-quality-assessment
      image-quality-assessment
      Other
      •5•87•3•0•Updated Sep 29, 2024Sep 29, 2024

    • Q-Instruct

      Public
      ②[CVPR 2024] Low-level visual instruction tuning, with a 200K dataset and a model zoo for fine-tuned checkpoints.
      image-quality-assessmentlow-level-visioncvpr2024
      image-quality-assessmentlow-level-visioncvpr2024
      Python
      •
      Other
      •10•238•11•0•Updated Aug 12, 2024Aug 12, 2024

    • Q-Bench

      Public
      ①[ICLR2024 Spotlight] (GPT-4V/Gemini-Pro/Qwen-VL-Plus+16 OS MLLMs) A benchmark for multi-modality LLMs (MLLMs) on low-level vision and visual quality assessment…
      quality-assessmenticlrimage-quality-assessment
      quality-assessmenticlrimage-quality-assessmentlow-level-visiongpt-4large-language-modelsvision-language-datasetvisual-large-language-models
      Jupyter Notebook
      •
      Other
      •13•287•2•0•Updated Aug 12, 2024Aug 12, 2024

    • .github

      Public
      We are an open-source collaborative project to bring new possibilities to IQA!
      0•2•0•0•Updated Aug 2, 2024Aug 2, 2024

    • Q-Refine

      Public
      [MM 2024 Oral] Refiner for AIGC
      Jupyter Notebook
      •
      Apache License 2.0
      •1•28•2•0•Updated Jul 29, 2024Jul 29, 2024

    • CMC-Bench

      Public
      [ACMMM 2025] Benchmarking MLLM Codec Ability
      Python
      •
      MIT License
      •1•33•0•0•Updated Jun 14, 2024Jun 14, 2024

    • Chinese-Q-Bench

      Public
      [WIP@Oct 13] 质衡-基准测试 (Q-Bench in Chinese)，包含中文版【底层视觉问答】和【底层视觉描述】数据集，以及中文提示下的图片质量评价。 We will release Q-Bench in more languages in the future.
      0•24•2•0•Updated Jan 7, 2024Jan 7, 2024
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