skip-connections 开源项目推荐（42 个）

MrGiovanni /UNetPlusPlus

[IEEE TMI最佳论文奖] UNet++的正式实施

braindotai /Watermark-Removal-Pytorch

🔥使用Deep Image Prior和Pytorch收件箱来验证CNN的水印删除。

VITA-Group /Deep_GCN_Benchmarking

[TPAMI 2022]“训练深层图神经网络的技巧袋综合基准研究”作者：陈天龙 *、周凯雄 *、段克宇、郑文青、王培浩、夏胡、王张洋

csdongxian /skip-connections-matter

Codes for ICLR 2020 paper "Skip Connections Matter: On the Transferability of Adversarial Examples Generated with ResNets"

seorim0 /NUNet-TLS

Nested U-Net with two-level skip connections for speech enhancement

atapour /temporal-depth-segmentation

Source code (train/test) accompanying the paper entitled "Veritatem Dies Aperit - Temporally Consistent Depth Prediction Enabled by a Multi-Task Geometric and Semantic Scene Understanding Approach" in CVPR 2019 (https://arxiv.org/abs/1903.10764).

Moddy2024 /Bird-Classification

ResNet-34 Model trained from scratch to classify 450 different species of birds with 98.6% accuracy.

DebeshJha /MDNet

Abdominal Organ Segmentation using Multi Decoder Network (MDNet) [Accepted at ICASSP 2025]

nikitalokhmachev-ai /radio-map-estimation-public

Code for the IEEE PIMRC 2023 paper "Radio Map Estimation with Deep Dual Path Autoencoders and Skip Connection Learning". Radio-map reconstruction with deep autoencoders.

Brain-Tumor-Segmentation /brain-tumor-segmentation-using-deep-neural-networks

The project presents a comparative study of Brain Tumor Segmentation using 3 approaches - 1) Sobel Operator and U-Net, 2) V-Net, 3) W-Net

ap229997 /Variants_of_U-net

Implementations of different variations of U-net - adding deconv layers, dense net variant and including skip connections

Abd-AlrahmanBadr /SingleImageSuperResolution

Graduation Project. Applying Generative Adversarial Networks(GAN) with Residual-In-Residual(RIR) blocks.

juhyeonkim95 /NovelViewSynthesis

This is the official implementation of "Novel View Synthesis with Skip Connections" (ICIP 2020)

sevdaimany /ResNet50-ChestCancer-Detection

This project demonstrates the implementation of ResNet50 from scratch and its application for chest cancer classification using the Chest CT-scan Images dataset.

DhruvSrikanth /2D-3D-Single-View-Reconstruction

IEEE paper implementation of Single-View 2D-3D Reconstruction.

jagennath-hari /ResNet5M-CIFAR10

The main goal of this project is to come up with an architecture having the highest test accuracy on the CIFAR-10 image classification dataset, under the constraint that model has no more than 5 million parameters.

ShrideviReddy /Reconstructing-Medical-Images

Reconstructing Medical Images using Generative model.

nick-monto /Specs2text

Replication of Jasper speech-to-text network using Intel optimized TensorFlow.

xiaofuqing13 /unet-edge-segmentation

基于PyTorch U-Net的图像边缘分割系统，支持自定义数据集训练、推理与评估，适用于工业检测、医学影像和遥感影像边缘提取

VCL3D /HybridSkip

Code accompanying the paper: "Hybrid Skip: A Biologically Inspired Skip Connection for the UNet Architecture"