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Collections including paper arxiv:2505.14460

Image Quality Assessment

UniQA: Unified Vision-Language Pre-training for Image Quality and Aesthetic Assessment

Paper • 2406.01069 • Published Jun 3, 2024
VisualQuality-R1: Reasoning-Induced Image Quality Assessment via Reinforcement Learning to Rank

Paper • 2505.14460 • Published May 20, 2025 • 33
MANIQA: Multi-dimension Attention Network for No-Reference Image Quality Assessment

Paper • 2204.08958 • Published Apr 19, 2022 • 1
Re-IQA: Unsupervised Learning for Image Quality Assessment in the Wild

Paper • 2304.00451 • Published Apr 2, 2023

Multimodal Reasoning

InfiR : Crafting Effective Small Language Models and Multimodal Small Language Models in Reasoning

Paper • 2502.11573 • Published Feb 17, 2025 • 9
Boosting Multimodal Reasoning with MCTS-Automated Structured Thinking

Paper • 2502.02339 • Published Feb 4, 2025 • 23
video-SALMONN-o1: Reasoning-enhanced Audio-visual Large Language Model

Paper • 2502.11775 • Published Feb 17, 2025 • 9
Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Paper • 2412.18319 • Published Dec 24, 2024 • 39

MLLM-as-a-Judge for Image Safety without Human Labeling

Paper • 2501.00192 • Published Dec 31, 2024 • 31
2.5 Years in Class: A Multimodal Textbook for Vision-Language Pretraining

Paper • 2501.00958 • Published Jan 1, 2025 • 109
Xmodel-2 Technical Report

Paper • 2412.19638 • Published Dec 27, 2024 • 27
HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs

Paper • 2412.18925 • Published Dec 25, 2024 • 107

Large VLM for Image Quality Assessment

VisualQuality-R1: Reasoning-Induced Image Quality Assessment via Reinforcement Learning to Rank

Paper • 2505.14460 • Published May 20, 2025 • 33
A Comprehensive Study of Multimodal Large Language Models for Image Quality Assessment

Paper • 2403.10854 • Published Mar 16, 2024 • 1
TianheWu/VisualQuality-R1-7B-preview

Reinforcement Learning • 8B • Updated Sep 19, 2025 • 2 • 7
TianheWu/VisualQuality-R1-7B

Reinforcement Learning • 8B • Updated Sep 19, 2025 • 27.7k • 9

RL+reason model

RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published Jan 24, 2025 • 28
Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27, 2025 • 31
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28, 2025 • 124
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters

Paper • 2402.04252 • Published Feb 6, 2024 • 29
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 15
ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 44
EfficientViT-SAM: Accelerated Segment Anything Model Without Performance Loss

Paper • 2402.05008 • Published Feb 7, 2024 • 23

Image Quality Assessment

UniQA: Unified Vision-Language Pre-training for Image Quality and Aesthetic Assessment

Paper • 2406.01069 • Published Jun 3, 2024
VisualQuality-R1: Reasoning-Induced Image Quality Assessment via Reinforcement Learning to Rank

Paper • 2505.14460 • Published May 20, 2025 • 33
MANIQA: Multi-dimension Attention Network for No-Reference Image Quality Assessment

Paper • 2204.08958 • Published Apr 19, 2022 • 1
Re-IQA: Unsupervised Learning for Image Quality Assessment in the Wild

Paper • 2304.00451 • Published Apr 2, 2023

Large VLM for Image Quality Assessment

VisualQuality-R1: Reasoning-Induced Image Quality Assessment via Reinforcement Learning to Rank

Paper • 2505.14460 • Published May 20, 2025 • 33
A Comprehensive Study of Multimodal Large Language Models for Image Quality Assessment

Paper • 2403.10854 • Published Mar 16, 2024 • 1
TianheWu/VisualQuality-R1-7B-preview

Reinforcement Learning • 8B • Updated Sep 19, 2025 • 2 • 7
TianheWu/VisualQuality-R1-7B

Reinforcement Learning • 8B • Updated Sep 19, 2025 • 27.7k • 9

Multimodal Reasoning

InfiR : Crafting Effective Small Language Models and Multimodal Small Language Models in Reasoning

Paper • 2502.11573 • Published Feb 17, 2025 • 9
Boosting Multimodal Reasoning with MCTS-Automated Structured Thinking

Paper • 2502.02339 • Published Feb 4, 2025 • 23
video-SALMONN-o1: Reasoning-enhanced Audio-visual Large Language Model

Paper • 2502.11775 • Published Feb 17, 2025 • 9
Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Paper • 2412.18319 • Published Dec 24, 2024 • 39

RL+reason model

RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published Jan 24, 2025 • 28
Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27, 2025 • 31
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28, 2025 • 124
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

MLLM-as-a-Judge for Image Safety without Human Labeling

Paper • 2501.00192 • Published Dec 31, 2024 • 31
2.5 Years in Class: A Multimodal Textbook for Vision-Language Pretraining

Paper • 2501.00958 • Published Jan 1, 2025 • 109
Xmodel-2 Technical Report

Paper • 2412.19638 • Published Dec 27, 2024 • 27
HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs

Paper • 2412.18925 • Published Dec 25, 2024 • 107

EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters

Paper • 2402.04252 • Published Feb 6, 2024 • 29
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 15
ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 44
EfficientViT-SAM: Accelerated Segment Anything Model Without Performance Loss

Paper • 2402.05008 • Published Feb 7, 2024 • 23

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