Christoph Reich's repositories
Swin-Transformer-V2
PyTorch reimplementation of the paper "Swin Transformer V2: Scaling Up Capacity and Resolution" [CVPR 2022].
Involution
PyTorch reimplementation of the paper "Involution: Inverting the Inherence of Convolution for Visual Recognition" (2D and 3D Involution) [CVPR 2021].
Semantic_Pyramid_for_Image_Generation
PyTorch reimplementation of the paper: "Semantic Pyramid for Image Generation" [CVPR 2020].
ECG_Classification
Official and maintained implementation of the paper "Exploring Novel Algorithms for Atrial Fibrillation Detection by Driving Graduate Level Education in Medical Machine Learning" (ECG-DualNet) [Physiological Measurement 2022, EMBC 2023].
Mode_Collapse
Mode collapse example of GANs in 2D (PyTorch).
Optical-Flow-Visualization-PyTorch
PyTorch implementation of the classical optical flow visualization by Baker et al. [ICCV 2007].
HyperMixer
PyTorch reimplementation of the paper "HyperMixer: An MLP-based Green AI Alternative to Transformers" [arXiv 2022].
Yeast-in-Microstructures-Dataset
Official and maintained implementation of the dataset paper "An Instance Segmentation Dataset of Yeast Cells in Microstructures" [EMBC 2023].
Multi-StyleGAN
Official and maintained implementation of the paper "Multi-StyleGAN: Towards Image-Based Simulation of Time-Lapse Live-Cell Microscopy" [MICCAI 2021].
DeepFoveaPP_for_Video_Reconstruction_and_Super_Resolution
DeepFovea++: Reconstruction and Super-Resolution for Natural Foveated Rendered Videos (PyTorch).
Pade-Activation-Unit
PyTorch reimplementation of the paper "Padé Activation Units: End-to-end Learning of Flexible Activation Functions in Deep Networks" [ICLR 2020].
SmeLU-Triton
Triton reimplementation of the Smooth ReLU activation function proposed in the paper "Real World Large Scale Recommendation Systems Reproducibility and Smooth Activations" [arXiv 2022].
3D_Baggage_Segmentation
This repo implements a 3D segmentation task for an airport baggage dataset.
Scaling_Vision_Transformers_22B_Param
Reimplementation of the paper "Scaling Vision Transformers to 22 Billion Parameters" by Dehghani et al. [arXiv, 2023]
TYC-Dataset
Official and maintained implementation of the dataset paper "The TYC Dataset for Understanding Instance-Level Semantics and Motions of Cells in Microstructures" [ICCVW 2023].
Elektronik_Formelsammlung_TUD
Formelsammlung für das Modul Elektronik (TU Darmstadt).
activation
Library for activation functions implemented in Triton/PyTorch
gluon-cv
Gluon CV Toolkit
kornia
Geometric Computer Vision Library for Spatial AI
mmsegmentation
OpenMMLab Semantic Segmentation Toolbox and Benchmark.
myh264
[MLSys '22 artifact] an incremental x264 video encoder for video analytics
pytorch-image-models
PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, EfficientNetV2, NFNet, Vision Transformer, MixNet, MobileNet-V3/V2, RegNet, DPN, CSPNet, and more
UniFormer
[ICLR2022] official implementation of UniFormer
vision
Datasets, Transforms and Models specific to Computer Vision