Never cast aside and never give up. (不抛弃、不放弃)
LESRCNN. Lightweight Image Super-Resolution with Enhanced CNN (Knowledge-Based Systems,2020)
224BRDNet. Image denoising using deep CNN with batch renormalization(Neural Networks,2020)
188ADNet. Attention-guided CNN for image denoising(Neural Networks,2020)
119CFSRCNN. Coarse-to-Fine CNN for Image Super-Resolution (IEEE Transactions on Multimedia,2021)
111MWDCNN. Multi-stage image denoising with the wavelet transform (Pattern Recognition 2022)
91Deep-Learning-on-Image-Denoising-An-overview. Deep Learning on Image Denoising: An overview (Neural Networks, 2020)
85ACNet. Asymmetric CNN for image super-resolution (IEEE Transactions on Systmes, Man, and Cybernetics: Systems 2021)
82CTNet. A cross Transformer for image denoising(Information Fusion, 2024)
78SWCNN. A self-supervised CNN for image watermark removal (IEEE Transactions on Circuits and Systems for Video 2024)
74ESRGCNN. Image Super-resolution with An Enhanced Group Convolutional Neural Network (Neural Networks, 2022)
63ECNDNet. Enhanced CNN for image denoising (CAAI Transactions on Intelligence Technology, 2019)
58DudeNet. Designing and Training of A Dual CNN for Image Denoising (Knowledge-based Systems, 2021)
49HGSRCNN. A heterogenous group CNN for image super-resolution (IEEE TNNLS, 2022)
27RDDCNN. A robust deformed CNN for image denoising (CAAI Transactions on Intelligence Technology,2022)
25DSRNet. Image super-resolution via dynamic network (CAAI Transactions on Intelligence Technology, 2024)
24SSNet. A self-supervised network for image denoising and watermark removal (Neural Networks 2024)
24HWformer. Heterogeneous window Transformer for image denoising (IEEE TSMC,2024)
24PSLNet. Perceptive self-supervised learning network for noisy image watermark removal (IEEE Transactions on Circuits and Systems for Video 2024)
22KDNet. Knowledge Distillation with Fast CNN for License Plate Detection (IEEE Transactions on Intelligent Vehicles, 2023)
20ADSRNet. Heterogeneous dynamic convolutional network in image super-resolution (HDSRNet)
20Generative-Adversarial-Networks-for-Image-Super-resolution-A-Survey. Generative Adversarial Networks for Image Super-Resolution: A Survey
17TSRNet. A Tree-guided CNN for image super-resolution(IEEE Transactions on Consumer Electronics 2025)
17PCNN. A Perception CNN for Facial Expression Recognition(IEEE Transactions on Image Processing 2026)
15CDNet.
11lda.
11hellloxiaotian.github.io. SCSS
7GradAug. [NeurIPS'20] GradAug: A New Regularization Method for Deep Neural Networks
5TTSR. [CVPR'20] TTSR: Learning Texture Transformer Network for Image Super-Resolution
4DTNet. A Dynamic Transformer Network for Vehicle Detection (IEEE Transactions on Consumer Electronics 2025)
3CMNet. A cross-modal network for facial expression recognition(IEEE Transactions on Image Processing 2026)
1