Alternatives and similar repositories for MLLMs-for-IQA

Users that are interested in MLLMs-for-IQA are comparing it to the libraries listed below

• Q-Future / Co-Instruct
  ④[ECCV 2024 Oral, Comparison among Multiple Images!] A study on open-ended multi-image quality comparison: a dataset, a model and a bench…
  ☆85Updated last year
• Q-Future / Compare2Score
  [Neurips 24 Spotlight] Training in Pairs + Inference on Single Image with Anchors
  ☆46Updated 8 months ago
• Q-Future / Q-Ground
  Official codes for "Q-Ground: Image Quality Grounding with Large Multi-modality Models", ACM MM2024 (Oral)
  ☆42Updated last year
• lcysyzxdxc / AGIQA-3k-Database
  [IEEE TCSVT2023] A Fine-grained Subjective Perception & Alignment Database for AI Generated Image Quality Assessment
  ☆67Updated 2 years ago
• zhengchen1999 / Grounding-IQA
  PyTorch code for our paper "Grounding-IQA: Grounding Multimodal Language Model for Image Quality Assessment"
  ☆54Updated last month
• Q-Future / Visual-Question-Answering-for-Video-Quality-Assessment
  [ACMMM2025] Official released code for VQA² series models
  ☆56Updated 3 weeks ago
• Q-Future / Q-Instruct
  ②[CVPR 2024] Low-level visual instruction tuning, with a 200K dataset and a model zoo for fine-tuned checkpoints.
  ☆231Updated last year
• IntMeGroup / MINT-IQA
  [TMM] MINT-IQA: Quality Assessment for AI Generated Images with Instruction Tuning
  ☆20Updated 3 months ago
• XPixelGroup / DepictQA
  DepictQA: Depicted Image Quality Assessment with Vision Language Models
  ☆179Updated 8 months ago
• lcysyzxdxc / AGIQA-1k-Database
  AGIQA-1k-Database for AI Generated Content Image Quality Assessment
  ☆28Updated 2 years ago
• bytetriper / LM4LV
  🔥Official PyTorch implementation for "LM4LV: A Frozen Large Language Model for Low-level Vision Tasks".
  ☆53Updated last year
• zhiyuanyou / DeQA-Score
  [CVPR 2025] Teaching Large Language Models to Regress Accurate Image Quality Scores using Score Distribution
  ☆200Updated 7 months ago
• Kai-Liu001 / Dog-IQA
  PyTorch code for our paper "Dog-IQA: Standard-guided Zero-shot MLLM for Mix-grain Image Quality Assessment"
  ☆25Updated last year
• VQAssessment / ExplainableVQA
  [ACMMM Oral, 2023] "Towards Explainable In-the-wild Video Quality Assessment: A Database and a Language-Prompted Approach"
  ☆81Updated last year
• TianheWu / VisualQuality-R1
  [NeurIPS 2025 Spotlight] VisualQuality-R1 is the first open-sourced NR-IQA model can accurately describe and rate the image quality.
  ☆128Updated last month
• chencn2020 / SEAGULL
  Official implementation for "Seagull: No-reference Image Quality Assessment for Regions of Interest via Visual-Language Instruction Tunin…
  ☆54Updated 8 months ago
• ChrisDud0257 / AFINE
  Official code for our CVPR 2025 paper: "Toward Generalized Image Quality Assessment: Relaxing the Perfect Reference Quality Assumption"
  ☆58Updated 2 months ago
• bytedance / Q-Insight
  [NeurIPS 2025 Spotlight] Q-Insight: Understanding Image Quality via Visual Reinforcement Learning
  ☆200Updated last month
• zzc-1998 / MLLM-QA-Papers-with-Code
  Collections of papers and code for employing MLLM for quality assessment tasks.
  ☆12Updated last year
• VQAssessment / BVQI
  [ICME 2023 Oral, Extended to TIP (UR)] The best zero-shot VQA approach that even outperforms several fully-supervised methods.
  ☆39Updated 2 years ago
• wangpuyi / MA-AGIQA
  ☆27Updated last year
• sunwei925 / RQ-VQA
  Enhancing Blind Video Quality Assessment with Rich Quality-aware Features
  ☆60Updated last year
• wangjiarui153 / AIGCIQA2023
  ☆26Updated 5 months ago
• zwx8981 / LIQE
  [CVPR2023] Blind Image Quality Assessment via Vision-Language Correspondence: A Multitask Learning Perspective
  ☆228Updated 10 months ago
• lcysyzxdxc / MPD
  [CVPR 2025 满分论文 Ratings: 555]
  ☆36Updated 6 months ago
• Q-Future / Q-Bench
  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 vi…
  ☆280Updated last year
• lwq20020127 / Q-Insight
  Q-Insight is open-sourced at https://github.com/bytedance/Q-Insight. This repository will not receive further updates.
  ☆142Updated 5 months ago
• narthchin / DEIQT
  Checkpoints, logs and source code for AAAI-23 paper 'Data-Efficient Image Quality Assessment with Attention-Panel Decoder'
  ☆39Updated last year
• yipoh / AesNet
  [TPAMI] Multi-modality Multi-attribute Contrastive Pre-training for Image Aesthetics Computing
  ☆24Updated 4 months ago
• jiquan123 / I2IQA
  PKU-I2IQA: An Image-to-Image Quality Assessment Database for AI Generated Images
  ☆15Updated 11 months ago