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NTIRE 2025 Image Shadow Removal Challenge Report Florin-Alexandru Vasluianu Tim Seizinger Z. Zhou C. L. Philip Chen Zongwei Wu ... Suiyi Zhao Bo Wang Yan Luo M. Y. Wang Yilin Zhang 56 1 0 18 Jun 2025
NTIRE 2025 Challenge on HR Depth from Images of Specular and Transparent Surfaces Pierluigi Zama Ramirez Fabio Tosi Luigi Di Stefano Radu Timofte Alex Costanzino ... Jing Cao Shenyi Li Kui Jiang Junjun Jiang Y. Huang MDE 81 1 0 06 Jun 2025
NTIRE 2025 the 2nd Restore Any Image Model (RAIM) in the Wild Challenge Jie Liang Radu Timofte Qiaosi Yi Zhengqiang Zhang Shuaizheng Liu Lingchen Sun Rongyuan Wu Xindong Zhang Hui Zeng Lei Zhang 86 13 0 02 Jun 2025
NTIRE 2025 Challenge on RAW Image Restoration and Super-Resolution Marcos V. Conde Radu Timofte Z. Lu Xiangyu Kong Xiaoxia Xing ... Heng Sun Yubo Wang Jinghua Wang Jiajie Lu Watchara Ruangsan SupR 51 6 0 02 Jun 2025
NTIRE 2025 Challenge on Video Quality Enhancement for Video Conferencing: Datasets, Methods and Results Varun Jain Zongwei Wu Quan Zou Louis Florentin Henrik Turbell Sandeep Siddhartha Radu Timofte others 81 13 0 25 May 2025
NTIRE 2025 Challenge on Efficient Burst HDR and Restoration: Datasets, Methods, and Results Sangmin Lee Eunpil Park Angel Canelo Hyunhee Park Youngjo Kim ... Alvaro Garcıa-Lara Daniel Feijoo Alvaro Garcıa Zeyu Xiao Zerui Li 94 13 0 17 May 2025
NTIRE 2025 Challenge on UGC Video Enhancement: Methods and Results Nikolay Safonov Alexey Bryncev Andrey Moskalenko Dmitry Kulikov D. Vatolin ... Mingyang Wu Renjie Li Yushen Zuo Shengyun Zhong Zhengzhong Tu 78 14 0 05 May 2025
NTIRE 2025 Challenge on Short-form UGC Video Quality Assessment and Enhancement: KwaiSR Dataset and Study Xin Li Xijun Wang Bingchen Li Kun Yuan Yizhen Shao Suhang Yao Ming-Ting Sun Chao Zhou Radu Timofte Zhibo Chen 95 15 0 21 Apr 2025
NTIRE 2025 Challenge on Real-World Face Restoration: Methods and Results Zheng Chen Jun Wang Kai Liu Jue Gong Lei Sun ... J. Lee C. Lee Chih-Chung Hsu Hu Peng Chunming He 118 11 0 20 Apr 2025
$NTIRE 2025 Challenge on Image Super-Resolution ($\times$4): Methods and Results$ NTIRE 2025 Challenge on Image Super-Resolution ( $\times$ 4): Methods and Results Zheng Chen Kai Liu Jue Gong Jun Wang Lei Sun ... Prashant Patil Santosh Kumar Vipparthi Subrahmanyam Murala Bilel Benjdira Anas M. Ali SupR 387 10 0 20 Apr 2025
NTIRE 2025 Challenge on Day and Night Raindrop Removal for Dual-Focused Images: Methods and Results Xin Li Yeying Jin Xin Jin Zongwei Wu Bingchen Li ... Jieyuan Pei Zheng Li Jingchao Wang Haoyu Bian Haoran Sun 158 13 0 17 Apr 2025
NTIRE 2025 Challenge on Short-form UGC Video Quality Assessment and Enhancement: Methods and Results Xin Li Kun Yuan B. Li Fengbin Guan Yizhen Shao ... Guohua Zhang Z. Huang Y. Deng Qingmiao Jiang Lu Chen 127 15 0 17 Apr 2025
NTIRE 2025 Challenge on Event-Based Image Deblurring: Methods and Results Lei Sun Andrea Alfarano Peiqi Duan Shaolin Su Kaidi Wang ... Prinon Benny Himanshu Ghunawat B Sri Sairam Gautam Anett Varghese Abhishek Yadav SupR 120 13 0 16 Apr 2025
The Tenth NTIRE 2025 Image Denoising Challenge Report Lei-huan Sun Hang Guo Bin Ren Luc Van Gool Radu Timofte ... Kun Li Shengeng Tang Yu Zhang Weirun Zhou Haoxuan Lu 3DGS 132 14 0 16 Apr 2025
Instruction-augmented Multimodal Alignment for Image-Text and Element Matching Xinli Yue Jianhui Sun Junda Lu Liangchao Yao Fan Xia Tianyi Wang Fengyun Rao Jing Lyu Yuetang Deng 85 2 0 16 Apr 2025
NTIRE 2025 Challenge on Cross-Domain Few-Shot Object Detection: Methods and Results Yuqian Fu Xingyu Qiu Bin Ren Yanwei Fu Radu Timofte ... Dianmo Sheng Xuanpu Zhao Zhiyu Li X. Ding Wenqian Li 77 16 0 14 Apr 2025
The Tenth NTIRE 2025 Efficient Super-Resolution Challenge Report Bin Ren Hang Guo Lei-huan Sun Zhikai Wu Radu Timofte ... Dong-Hyeop Son Ui-Jin Choi Tiancheng Shao Yu Zhang Mengcheng Ma SupR 163 13 0 14 Apr 2025
TokenFocus-VQA: Enhancing Text-to-Image Alignment with Position-Aware Focus and Multi-Perspective Aggregations on LVLMs Zijian Zhang Xuhui Zheng X. Wu Chong Peng Xuezhi Cao 73 2 0 10 Apr 2025
Unified Reward Model for Multimodal Understanding and Generation Yibin Wang Yuhang Zang Hao Li Cheng Jin Jiadong Wang EGVM 167 11 0 07 Mar 2025
SigLIP 2: Multilingual Vision-Language Encoders with Improved Semantic Understanding, Localization, and Dense Features Michael Tschannen A. Gritsenko Xiao Wang Muhammad Ferjad Naeem Ibrahim Alabdulmohsin ... Basil Mustafa Olivier J. Hénaff Jeremiah Harmsen Andreas Steiner Xiaohua Zhai VLM 144 80 0 21 Feb 2025
Qwen2.5-VL Technical Report S. Bai Keqin Chen Xuejing Liu Jialin Wang Wenbin Ge ... Zesen Cheng Hang Zhang Zhibo Yang Haiyang Xu Junyang Lin VLM 441 699 0 20 Feb 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning DeepSeek-AI Daya Guo Dejian Yang Haowei Zhang Junxiao Song ... Shiyu Wang S. Yu Shunfeng Zhou Shuting Pan S.S. Li ReLM VLM OffRL AI4TS LRM 395 2,033 0 22 Jan 2025
DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding Z. F. Wu Xiaokang Chen Zizheng Pan Xianglong Liu Wen Liu ... Xingkai Yu Haowei Zhang Liang Zhao Yijiao Wang Chong Ruan MLLM VLM MoE 201 159 0 13 Dec 2024
SEAGULL: No-reference Image Quality Assessment for Regions of Interest via Vision-Language Instruction Tuning Zhaoyu Chen Juan Wang Wen Wang Sunhan Xu Hang Xiong ... Jian Guo Shuxun Wang Chun Yuan Bing Li Weiming Hu VLM 80 3 0 15 Nov 2024
SAM2-UNet: Segment Anything 2 Makes Strong Encoder for Natural and Medical Image Segmentation Xinyu Xiong Zihuang Wu Shuangyi Tan Wenxue Li Feilong Tang Ying Chen Siying Li Jie Ma Guanbin Li VLM 88 32 0 16 Aug 2024
LLaVA-OneVision: Easy Visual Task Transfer Bo Li Yuanhan Zhang Dong Guo Renrui Zhang Feng Li Hao Zhang Kaichen Zhang Yanwei Li Ziwei Liu Chunyuan Li MLLM SyDa VLM 171 865 0 06 Aug 2024
A Sanity Check for AI-generated Image Detection Shilin Yan Ouxiang Li Jiayin Cai Y. Hao Xiaolong Jiang Feng-Long Xie Weidi Xie VLM 165 37 0 27 Jun 2024
GenAI-Bench: Evaluating and Improving Compositional Text-to-Visual Generation Baiqi Li Zhiqiu Lin Deepak Pathak Jiayao Li Yixin Fei ... Tiffany Ling Xide Xia Pengchuan Zhang Graham Neubig Deva Ramanan EGVM 138 39 0 19 Jun 2024
NTIRE 2024 Challenge on Night Photography Rendering Egor Ershov Artyom Panshin Oleg Karasev Sergey Korchagin Shepelev Lev ... Qihua Cheng Fangpu Zhang Zhiqiang Xu Jingyu Yang Huanjing Yue 104 26 0 18 Jun 2024
Ovis: Structural Embedding Alignment for Multimodal Large Language Model Shiyin Lu Yang Li Qing-Guo Chen Zhao Xu Weihua Luo Kaifu Zhang Han-Jia Ye VLM MLLM 141 55 0 31 May 2024
Revisiting Text-to-Image Evaluation with Gecko: On Metrics, Prompts, and Human Ratings Olivia Wiles Chuhan Zhang Isabela Albuquerque Ivana Kajić Su Wang ... Jordi Pont-Tuset Aida Nematzadeh Anant Nawalgaria Jordi Pont-Tuset Aida Nematzadeh EGVM 261 22 0 25 Apr 2024
AIGIQA-20K: A Large Database for AI-Generated Image Quality Assessment Chunyi Li Tengchuan Kou Yixuan Gao Yuhang Cao Wei Sun ... Weixia Zhang Haoning Wu Xiaohong Liu Xiongkuo Min Guangtao Zhai 59 22 0 04 Apr 2024
Evaluating Text-to-Visual Generation with Image-to-Text Generation Zhiqiu Lin Deepak Pathak Baiqi Li Jiayao Li Xide Xia Graham Neubig Pengchuan Zhang Deva Ramanan EGVM 153 171 0 01 Apr 2024
PromptIQA: Boosting the Performance and Generalization for No-Reference Image Quality Assessment via Prompts Zewen Chen Haina Qin Juan Wang Chunfen Yuan Bing Li Weiming Hu Liang Wang VLM 71 10 0 08 Mar 2024
Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels Haoning Wu Zicheng Zhang Weixia Zhang Chaofeng Chen Liang Liao ... Wenxiu Sun Qiong Yan Xiongkuo Min Guangtao Zhai Weisi Lin 85 163 0 28 Dec 2023
Rich Human Feedback for Text-to-Image Generation Youwei Liang Junfeng He Gang Li Peizhao Li Arseniy Klimovskiy ... Yiwen Luo Yang Li Kai Kohlhoff Deepak Ramachandran Vidhya Navalpakkam EGVM 85 86 0 15 Dec 2023
Florence-2: Advancing a Unified Representation for a Variety of Vision Tasks Bin Xiao Haiping Wu Weijian Xu Xiyang Dai Houdong Hu Yumao Lu Michael Zeng Ce Liu Lu Yuan VLM 127 175 0 10 Nov 2023
mPLUG-Owl2: Revolutionizing Multi-modal Large Language Model with Modality Collaboration Qinghao Ye Haiyang Xu Jiabo Ye Mingshi Yan Anwen Hu Haowei Liu Qi Qian Ji Zhang Fei Huang Jingren Zhou MLLM VLM 263 422 0 07 Nov 2023
AIGCIQA2023: A Large-scale Image Quality Assessment Database for AI Generated Images: from the Perspectives of Quality, Authenticity and Correspondence Jiarui Wang Huiyu Duan Jing Liu S. Chen Xiongkuo Min Guangtao Zhai EGVM 98 60 0 01 Jul 2023
AGIQA-3K: An Open Database for AI-Generated Image Quality Assessment Chunyi Li Zicheng Zhang Haoning Wu Wei Sun Xiongkuo Min Xiaohong Liu Guangtao Zhai Weisi Lin EGVM 82 124 0 07 Jun 2023
Pick-a-Pic: An Open Dataset of User Preferences for Text-to-Image Generation Yuval Kirstain Adam Polyak Uriel Singer Shahbuland Matiana Joe Penna Omer Levy EGVM 235 420 0 02 May 2023
Blind Image Quality Assessment via Vision-Language Correspondence: A Multitask Learning Perspective Weixia Zhang Guangtao Zhai Ying Wei Xiaokang Yang Kede Ma VLM 106 186 0 27 Mar 2023
Human Preference Score: Better Aligning Text-to-Image Models with Human Preference Xiaoshi Wu Keqiang Sun Feng Zhu Rui Zhao Hongsheng Li 128 164 0 25 Mar 2023
A Perceptual Quality Assessment Exploration for AIGC Images Zicheng Zhang Chunyi Li Wei Sun Xiaohong Liu Xiongkuo Min Guangtao Zhai 83 62 0 22 Mar 2023
TIFA: Accurate and Interpretable Text-to-Image Faithfulness Evaluation with Question Answering Yushi Hu Benlin Liu Jungo Kasai Yizhong Wang Mari Ostendorf Ranjay Krishna Noah A. Smith EGVM 87 239 0 21 Mar 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 589 4,675 0 30 Jan 2023
DETRs with Collaborative Hybrid Assignments Training Zhuofan Zong Guanglu Song Yu Liu ViT 148 331 0 22 Nov 2022
EVA: Exploring the Limits of Masked Visual Representation Learning at Scale Yuxin Fang Wen Wang Binhui Xie Quan-Sen Sun Ledell Yu Wu Xinggang Wang Tiejun Huang Xinlong Wang Yue Cao VLM CLIP 251 730 0 14 Nov 2022
AltCLIP: Altering the Language Encoder in CLIP for Extended Language Capabilities Zhongzhi Chen Guangyi Liu Bo Zhang Fulong Ye Qinghong Yang Ledell Yu Wu VLM 102 90 0 12 Nov 2022
DiffusionDB: A Large-scale Prompt Gallery Dataset for Text-to-Image Generative Models Zijie J. Wang Evan Montoya David Munechika Haoyang Yang Benjamin Hoover Duen Horng Chau 145 305 0 26 Oct 2022