Cover Image

A Comparative Study of NAFNet Baselines for Image Restoration

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Esaulov, Vladislav, Esfahani, M. Moein
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Content-Aware Depth-Adaptive Image Restoration
by: Vargis, Tom Richard, et al.
Published: (2024)

Plug-and-Play Image Restoration with Flow Matching: A Continuous Viewpoint
by: Jia, Fan, et al.
Published: (2025)

Image Restoration Using Deep Regulated Convolutional Networks
by: Liu, Peng, et al.
Published: (2019)

Vision Transformers for Kidney Stone Image Classification: A Comparative Study with CNNs
by: Reyes-Amezcua, Ivan, et al.
Published: (2025)

Prompt Recovery for Image Generation Models: A Comparative Study of Discrete Optimizers
by: Williams, Joshua Nathaniel, et al.
Published: (2024)

RETHINED: A New Benchmark and Baseline for Real-Time High-Resolution Image Inpainting On Edge Devices
by: Sanchez, Marcelo, et al.
Published: (2025)

ViT-MUL: A Baseline Study on Recent Machine Unlearning Methods Applied to Vision Transformers
by: Cho, Ikhyun, et al.
Published: (2024)

Taming Generative Diffusion Prior for Universal Blind Image Restoration
by: Tu, Siwei, et al.
Published: (2024)

Topological Signatures vs. Gradient Histograms: A Comparative Study for Medical Image Classification
by: Ahmed, Faisal
Published: (2025)

Enhancing Diffusion Model Stability for Image Restoration via Gradient Management
by: Wu, Hongjie, et al.
Published: (2025)

Spatial-and-Frequency-aware Restoration method for Images based on Diffusion Models
by: Lee, Kyungsung, et al.
Published: (2024)

PnP-Flow: Plug-and-Play Image Restoration with Flow Matching
by: Martin, Ségolène, et al.
Published: (2024)

SIDAR: Synthetic Image Dataset for Alignment & Restoration
by: Kwiatkowski, Monika, et al.
Published: (2023)

ERM++: An Improved Baseline for Domain Generalization
by: Teterwak, Piotr, et al.
Published: (2023)

A Sobel-Gradient MLP Baseline for Handwritten Character Recognition
by: Nouri, Azam
Published: (2025)

From Diffusion to One-Step Generation: A Comparative Study of Flow-Based Models with Application to Image Inpainting
by: Agarwal, Umang, et al.
Published: (2025)

Zero-Shot Video Restoration and Enhancement Using Pre-Trained Image Diffusion Model
by: Cao, Cong, et al.
Published: (2024)

Cryo-CARE: Content-Aware Image Restoration for Cryo-Transmission Electron Microscopy Data
by: Buchholz, Tim-Oliver, et al.
Published: (2018)

The GAN is dead; long live the GAN! A Modern GAN Baseline
by: Huang, Yiwen, et al.
Published: (2025)

LIR: A Lightweight Baseline for Image Restoration
by: Fan, Dongqi, et al.
Published: (2024)

k-NN as a Simple and Effective Estimator of Transferability
by: Sorkhei, Moein, et al.
Published: (2025)

From Baseline to Follow-Up: Counterfactual Spine DXA Image Synthesis in UK Biobank Using a Causal Hierarchical Variational Autoencoder
by: Zhang, Yilin, et al.
Published: (2026)

Mammographic Lesion Segmentation with Lightweight Models: A Comparative Study
by: Oliveira, Helder
Published: (2026)

Modeling Image-Caption Rating from Comparative Judgments
by: Minni, Kezia, et al.
Published: (2026)

Text-Aware Image Restoration with Diffusion Models
by: Min, Jaewon, et al.
Published: (2025)

Balancing Fidelity, Utility, and Privacy in Synthetic Cardiac MRI Generation: A Comparative Study
by: Edirisooriya, Madhura, et al.
Published: (2026)

An MLP Baseline for Handwriting Recognition Using Planar Curvature and Gradient Orientation
by: Nouri, Azam
Published: (2025)

Evaluating Adversarial Attacks on Traffic Sign Classifiers beyond Standard Baselines
by: Pavlitska, Svetlana, et al.
Published: (2024)

An Attention-based Representation Distillation Baseline for Multi-Label Continual Learning
by: Menabue, Martin, et al.
Published: (2024)

Breast Cancer Detection in Thermographic Images via Diffusion-Based Augmentation and Nonlinear Feature Fusion
by: Salem, Sepehr, et al.
Published: (2025)

Collaborative Learning of Anomalies with Privacy (CLAP) for Unsupervised Video Anomaly Detection: A New Baseline
by: Al-lahham, Anas, et al.
Published: (2024)

A Comparative Study of Machine Unlearning Techniques for Image and Text Classification Models
by: Safa, Omar M., et al.
Published: (2024)

Revolutionizing Traffic Management with AI-Powered Machine Vision: A Step Toward Smart Cities
by: DolatAbadi, Seyed Hossein Hosseini, et al.
Published: (2025)

Equivariant Denoisers for Image Restoration
by: Renaud, Marien, et al.
Published: (2024)

One-Shot Image Restoration
by: Pereg, Deborah
Published: (2024)

Implicit Image-to-Image Schrodinger Bridge for Image Restoration
by: Wang, Yuang, et al.
Published: (2024)

Meply: A Large-scale Dataset and Baseline Evaluations for Metastatic Perirectal Lymph Node Detection and Segmentation
by: Guo, Weidong, et al.
Published: (2024)

YOLO Object Detectors for Robotics -- a Comparative Study
by: Niżeniec, Patryk, et al.
Published: (2026)

Image Restoration Through Generalized Ornstein-Uhlenbeck Bridge
by: Yue, Conghan, et al.
Published: (2023)

Synthetic Craquelure Generation for Unsupervised Painting Restoration
by: Cuch-Guillén, Jana, et al.
Published: (2026)