Christoph Reich

Swin-Transformer-V2. PyTorch reimplementation of the paper "Swin Transformer V2: Scaling Up Capacity and Resolution" (CVPR 2022)

MaxViT. PyTorch reimplementation of the paper "MaxViT: Multi-Axis Vision Transformer" [ECCV 2022].

Cell-DETR. Official and maintained implementation of the paper "Attention-Based Transformers for Instance Segmentation of Cells in Microstructures" [BIBM 2020].

Involution. PyTorch reimplementation of the paper "Involution: Inverting the Inherence of Convolution for Visual Recognition" (2D and 3D Involution) [CVPR 2021].

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).

Semantic_Pyramid_for_Image_Generation. PyTorch reimplementation of the paper: "Semantic Pyramid for Image Generation" [CVPR 2020].

Optical-Flow-Visualization-PyTorch. PyTorch implementation of the classical optical flow visualization by Baker et al. [ICCV 2007].

OSS-Net. Official and maintained implementation of the paper "OSS-Net: Memory Efficient High Resolution Semantic Segmentation of 3D Medical Data" [BMVC 2021].

SMURF. PyTorch port (inference only) of the paper "SMURF: Self-Teaching Multi-Frame Unsupervised RAFT with Full-Image Warping" [CVPR 2021].

SmeLU. PyTorch reimplementation of the Smooth ReLU activation function proposed in the paper "Real World Large Scale Recommendation Systems Reproducibility and Smooth Activations" [arXiv 2022].

HyperMixer. PyTorch reimplementation of the paper "HyperMixer: An MLP-based Green AI Alternative to Transformers" [arXiv 2022].

Dirac-GAN. PyTorch reimplementation of the DiracGAN proposed in the paper "Which Training Methods for GANs do actually Converge?" [ICML 2018].

ToeffiPy. ToeffiPy is a PyTorch like autograd/deep learning library based only on NumPy.

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).

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].

Pade-Activation-Unit. PyTorch reimplementation of the paper "Padé Activation Units: End-to-end Learning of Flexible Activation Functions in Deep Networks" [ICLR 2020].

FNet2D. FNet 2D: Scaling Fourier Transform Token Mixing To Vision

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].

3D_Baggage_Segmentation. This repo implements a 3D segmentation task for an airport baggage dataset.

DL4NLP_Cheatsheet_TUD. Cheatsheet for the lecture Deep Learning for Natural Language Processing at TU Darmstadt

Scaling_Vision_Transformers_22B_Param. Reimplementation of the paper "Scaling Vision Transformers to 22 Billion Parameters" by Dehghani et al. [arXiv, 2023]

Binary-Segmentation-of-Large-Scale-3D-Volumes. This repo implements a 3D segmentation task for an airport baggage dataset.

CV2_Cheatsheet_TUD. Cheatsheet for the lecture Computer Vision at TU Darmstadt

Elektronik_Formelsammlung_TUD. Formelsammlung für das Modul Elektronik (TU Darmstadt).

simple_logistic_regression. Simple logistic regression model with autograd for Statistics II

Latex_Auto_Compile. Short python script for auto compiling Latex files.