ChristophReich1996
ELLIS Ph.D. Student @ Technical University of Munich, Technische Universität Darmstadt & University of Oxford | Prev. NEC Labs
Technical University of MunichGermany
Pinned Repositories
Cell-DETR
Official and maintained implementation of the paper "Attention-Based Transformers for Instance Segmentation of Cells in Microstructures" [BIBM 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].
Involution
PyTorch reimplementation of the paper "Involution: Inverting the Inherence of Convolution for Visual Recognition" (2D and 3D Involution) [CVPR 2021].
MaxViT
PyTorch reimplementation of the paper "MaxViT: Multi-Axis Vision Transformer" [ECCV 2022].
Swin-Transformer-V2
PyTorch reimplementation of the paper "Swin Transformer V2: Scaling Up Capacity and Resolution" [CVPR 2022].
pytorch-image-models
The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNet-V3/V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more
kornia
Geometric Computer Vision Library for Spatial AI
torchmetrics
Torchmetrics - Machine learning metrics for distributed, scalable PyTorch applications.
Diff-JPEG
Official and maintained implementation of the paper "Differentiable JPEG: The Devil is in the Details" [WACV 2024].
vision
Datasets, Transforms and Models specific to Computer Vision
ChristophReich1996's Repositories
ChristophReich1996/Swin-Transformer-V2
PyTorch reimplementation of the paper "Swin Transformer V2: Scaling Up Capacity and Resolution" [CVPR 2022].
ChristophReich1996/MaxViT
PyTorch reimplementation of the paper "MaxViT: Multi-Axis Vision Transformer" [ECCV 2022].
ChristophReich1996/Involution
PyTorch reimplementation of the paper "Involution: Inverting the Inherence of Convolution for Visual Recognition" (2D and 3D Involution) [CVPR 2021].
ChristophReich1996/Cell-DETR
Official and maintained implementation of the paper "Attention-Based Transformers for Instance Segmentation of Cells in Microstructures" [BIBM 2020].
ChristophReich1996/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].
ChristophReich1996/Semantic_Pyramid_for_Image_Generation
PyTorch reimplementation of the paper: "Semantic Pyramid for Image Generation" [CVPR 2020].
ChristophReich1996/Mode_Collapse
Mode collapse example of GANs in 2D (PyTorch).
ChristophReich1996/Optical-Flow-Visualization-PyTorch
PyTorch implementation of the classical optical flow visualization by Baker et al. [ICCV 2007].
ChristophReich1996/OSS-Net
Official and maintained implementation of the paper "OSS-Net: Memory Efficient High Resolution Semantic Segmentation of 3D Medical Data" [BMVC 2021].
ChristophReich1996/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].
ChristophReich1996/HyperMixer
PyTorch reimplementation of the paper "HyperMixer: An MLP-based Green AI Alternative to Transformers" [arXiv 2022].
ChristophReich1996/Yeast-in-Microstructures-Dataset
Official and maintained implementation of the dataset paper "An Instance Segmentation Dataset of Yeast Cells in Microstructures" [EMBC 2023].
ChristophReich1996/Multi-StyleGAN
Official and maintained implementation of the paper "Multi-StyleGAN: Towards Image-Based Simulation of Time-Lapse Live-Cell Microscopy" [MICCAI 2021].
ChristophReich1996/DeepFoveaPP_for_Video_Reconstruction_and_Super_Resolution
DeepFovea++: Reconstruction and Super-Resolution for Natural Foveated Rendered Videos (PyTorch).
ChristophReich1996/FNet2D
FNet 2D: Scaling Fourier Transform Token Mixing To Vision
ChristophReich1996/Pade-Activation-Unit
PyTorch reimplementation of the paper "Padé Activation Units: End-to-end Learning of Flexible Activation Functions in Deep Networks" [ICLR 2020].
ChristophReich1996/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].
ChristophReich1996/SMURF
PyTorch port (inference only) of the paper "SMURF: Self-Teaching Multi-Frame Unsupervised RAFT with Full-Image Warping" [CVPR 2021].
ChristophReich1996/3D_Baggage_Segmentation
This repo implements a 3D segmentation task for an airport baggage dataset.
ChristophReich1996/Scaling_Vision_Transformers_22B_Param
Reimplementation of the paper "Scaling Vision Transformers to 22 Billion Parameters" by Dehghani et al. [arXiv, 2023]
ChristophReich1996/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].
ChristophReich1996/Elektronik_Formelsammlung_TUD
Formelsammlung für das Modul Elektronik (TU Darmstadt).
ChristophReich1996/activation
Library for activation functions implemented in Triton/PyTorch
ChristophReich1996/gluon-cv
Gluon CV Toolkit
ChristophReich1996/kornia
Geometric Computer Vision Library for Spatial AI
ChristophReich1996/mmsegmentation
OpenMMLab Semantic Segmentation Toolbox and Benchmark.
ChristophReich1996/myh264
[MLSys '22 artifact] an incremental x264 video encoder for video analytics
ChristophReich1996/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
ChristophReich1996/UniFormer
[ICLR2022] official implementation of UniFormer
ChristophReich1996/vision
Datasets, Transforms and Models specific to Computer Vision