Restormer VS HRNet-Semantic-Segmentation

Compare Restormer vs HRNet-Semantic-Segmentation and see what are their differences.

Restormer

[CVPR 2022--Oral] Restormer: Efficient Transformer for High-Resolution Image Restoration. SOTA for motion deblurring, image deraining, denoising (Gaussian/real data), and defocus deblurring. (by swz30)
image-restoration image-deraining image-deblurring defocus-deblurring motion-deblurring Transformer Pytorch low-level-vision cvpr2022 high-resolution efficient-transformers
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HRNet-Semantic-Segmentation

The OCR approach is rephrased as Segmentation Transformer: https://arxiv.org/abs/1909.11065. This is an official implementation of semantic segmentation for HRNet. https://arxiv.org/abs/1908.07919 (by HRNet)
Segmentation semantic-segmentation cityscapes pascal-context lip high-resolution high-resolution-net hrnets Transformer segmentation-transformer
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Restormer HRNet-Semantic-Segmentation
3 1
1,554 3,018
- 0.0%
3.8 0.0
23 days ago over 1 year ago
Python Python
GNU General Public License v3.0 or later GNU General Public License v3.0 or later
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Restormer

Posts with mentions or reviews of Restormer. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-04-05.

HRNet-Semantic-Segmentation

Posts with mentions or reviews of HRNet-Semantic-Segmentation. We have used some of these posts to build our list of alternatives and similar projects.

What are some alternatives?

When comparing Restormer and HRNet-Semantic-Segmentation you can also consider the following projects:

SwinIR - SwinIR: Image Restoration Using Swin Transformer (official repository)

Vision-Project-Image-Segmentation

maxim-pytorch - [CVPR 2022 Oral] PyTorch re-implementation for "MAXIM: Multi-Axis MLP for Image Processing", with *training code*. Official Jax repo: https://github.com/google-research/maxim

Real-time-Semantic-Segmentation

NAFNet - The state-of-the-art image restoration model without nonlinear activation functions.

IAST-ECCV2020 - IAST: Instance Adaptive Self-training for Unsupervised Domain Adaptation (ECCV 2020) https://teacher.bupt.edu.cn/zhuchuang/en/index.htm

transfiner - Mask Transfiner for High-Quality Instance Segmentation, CVPR 2022

PatchFusion - [CVPR 2024] An End-to-End Tile-Based Framework for High-Resolution Monocular Metric Depth Estimation

MPRNet - [CVPR 2021] Multi-Stage Progressive Image Restoration. SOTA results for Image deblurring, deraining, and denoising.

SeMask-Segmentation - [NIVT Workshop @ ICCV 2023] SeMask: Semantically Masked Transformers for Semantic Segmentation

DirectVoxGO - Direct voxel grid optimization for fast radiance field reconstruction.

segmenter - [ICCV2021] Official PyTorch implementation of Segmenter: Transformer for Semantic Segmentation

Restormer vs SwinIR HRNet-Semantic-Segmentation vs Vision-Project-Image-Segmentation Restormer vs maxim-pytorch HRNet-Semantic-Segmentation vs Real-time-Semantic-Segmentation Restormer vs NAFNet HRNet-Semantic-Segmentation vs IAST-ECCV2020 Restormer vs transfiner HRNet-Semantic-Segmentation vs PatchFusion Restormer vs MPRNet HRNet-Semantic-Segmentation vs SeMask-Segmentation Restormer vs DirectVoxGO HRNet-Semantic-Segmentation vs segmenter