Efficient face super-resolution via wavelet-based feature enhancement network

W Li, H Guo, X Liu, K Liang, J Hu, Z Ma… - Proceedings of the 32nd …, 2024 - dl.acm.org
Face super-resolution aims to reconstruct a high-resolution face image from a low-resolution
face image. Previous methods typically employ an encoder-decoder structure to extract …

Efficient image super-resolution based on transformer with bidirectional interaction

G Gendy, G He, N Sabor - Applied Soft Computing, 2024 - Elsevier
In single-image super-resolution (SISR) tasks, many methods benefit from the local and
global contexts of the image. Despite that, no methods use the bidirectional interaction …

[HTML][HTML] A multi-branch feature extraction residual network for lightweight image super-resolution

C Liu, X Wan, G Gao - Mathematics, 2024 - mdpi.com
Single-image super-resolution (SISR) seeks to elucidate the mapping relationships between
low-resolution and high-resolution images. However, high-performance network models …

Enhanced local multi-windows attention network for lightweight image super-resolution

Y Lv, L Pan, K Xu, G Li, W Zhang, L Li, L Lei - Computer Vision and Image …, 2025 - Elsevier
Since the global self-attention mechanism can capture long-distance dependencies well,
Transformer-based methods have achieved remarkable performance in many vision tasks …

An efficient feature reuse distillation network for lightweight image super-resolution

C Liu, G Gao, F Wu, Z Guo, Y Yu - Computer Vision and Image …, 2024 - Elsevier
In recent research, single-image super-resolution (SISR) using deep Convolutional Neural
Networks (CNN) has seen significant advancements. While previous methods excelled at …

Attention-Guided Multi-scale Interaction Network for Face Super-Resolution

X Wan, W Li, G Gao, H Lu, J Yang, CW Lin - arXiv preprint arXiv …, 2024 - arxiv.org
Recently, CNN and Transformer hybrid networks demonstrated excellent performance in
face super-resolution (FSR) tasks. Since numerous features at different scales in hybrid …

Image Super Resolution Based on Machine Learning for Enhancing Quality Image

O James, TR Singh, TR Singh - 2023 International Conference …, 2023 - ieeexplore.ieee.org
Image High Resolution takes a principal function to the region of the photograph filtering to
enhance the photograph and video frames for Enhanced Resolution in gadgets such as …