📝 Publications

(^$*$ equal contribution, ^# corresponding author)

Conference

• [Preprint] STCDiT: Spatio-Temporally Consistent Diffusion Transformer for High-Quality Video Super-Resolution
  Junyang Chen, Jiangxin Dong, Long Sun, Yixin Yang, Jinshan Pan
  [Paper]   [Supp]   [Github]

• [AAAI 2026] PortraitSR: Artist-Inspired Prior Learning for Progressive Face Super-Resolution
  Miaoqing Wang, Jiaxu Leng, Shuang Li, Changjiang Kuang, Long Sun
  [Paper]   [Supp]   [Github]

• [CVPR 2025] Efficient Video Super-Resolution for Real-time Rendering with Decoupled G-buffer Guidance
  Mingjun Zheng*, Long Sun*, Jiangxin Dong, Jinshan Pan
  [Paper]   [Supp]   [Dataset]   [Github]

• [ECCV 2024] SMFANet: A Lightweight Self-Modulation Feature Aggregation Network for Efficient Image Super-Resolution
  Mingjun Zheng*, Long Sun*, Jiangxin Dong, Jinshan Pan
  [Paper]   [Supp]   [Github]

• [ICCV 2023] Spatially-Adaptive Feature Modulation for Efficient Image Super-Resolution
  Long Sun, Jiangxin Dong, Jinhui Tang, Jinshan Pan
  [Paper]   [Supp]   [Github]   [Colab Demo]

• [NeurIPS 2022] ShuffleMixer: An Efficient ConvNet for Image Super-Resolution
  Long Sun, Jinshan Pan, Jinhui Tang
  [Paper]   [Supp]   [Github]

Journal

• [Preprint] RawEnhancer: Attentive Multi-Exposure Selection for Bracketing Image Reconstruction
  Long Sun, Jinshan Pan, Rushi Lan, Yazhou Yao, Jinhui Tang
  [Paper]   [Supp]   [Github]

• [Preprint] Adaptive Sparse Self-Attention for Efficient Image Super-resolution and Beyond
  Jinshan Pan, Long Sun, Lianhong Song, Jiangxin Dong, Jian Yang, Maocheng Zhao, Jinhui Tang
  [Paper]   [Supp]   [Github]

• [TPAMI 2025] Learning Efficient Deep Discriminative Spatial and Temporal Networks for Video Deblurring
  Jinshan Pan, Long Sun, Boming Xu, Jiangxin Dong, Jinhui Tang
  [Paper]   [Supp]   [Github]

• [IEEE JAS 2021] Lightweight Image Super-Resolution via Weighted Multi-Scale Residual Network
  Long Sun, Zhenbing Liu, Xiyan Sun, Licheng Liu, Rushi Lan, Xiaonan Luo
  [Paper]   [Supp]   [Github]

• [IEEE TCYB 2021] MADNet: A Fast and Lightweight Network for Single-Image Super Resolution
  Rushi Lan, Long Sun, Zhenbing Liu, Huimin Lu, Cheng Pang, Xiaonan Luo
  [Paper]   [Supp]   [Github]