Christoph Reich (ChristophReich1996)

ChristophReich1996

Geek Repo

Company:Technical University of Munich

Location:Germany

Home Page:christophreich1996.github.io

Twitter:@ChristophR1996

Github PK Tool:Github PK Tool


Organizations
necla-ml

Christoph Reich's repositories

Swin-Transformer-V2

PyTorch reimplementation of the paper "Swin Transformer V2: Scaling Up Capacity and Resolution" [CVPR 2022].

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MaxViT

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

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Involution

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

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Cell-DETR

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

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Semantic_Pyramid_for_Image_Generation

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

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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].

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Mode_Collapse

Mode collapse example of GANs in 2D (PyTorch).

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OSS-Net

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

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Optical-Flow-Visualization-PyTorch

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

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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].

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HyperMixer

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

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Yeast-in-Microstructures-Dataset

Official and maintained implementation of the dataset paper "An Instance Segmentation Dataset of Yeast Cells in Microstructures" [EMBC 2023].

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Multi-StyleGAN

Official and maintained implementation of the paper "Multi-StyleGAN: Towards Image-Based Simulation of Time-Lapse Live-Cell Microscopy" [MICCAI 2021].

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DeepFoveaPP_for_Video_Reconstruction_and_Super_Resolution

DeepFovea++: Reconstruction and Super-Resolution for Natural Foveated Rendered Videos (PyTorch).

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FNet2D

FNet 2D: Scaling Fourier Transform Token Mixing To Vision

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Pade-Activation-Unit

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

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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].

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SMURF

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

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3D_Baggage_Segmentation

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

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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].

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Elektronik_Formelsammlung_TUD

Formelsammlung für das Modul Elektronik (TU Darmstadt).

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activation

Library for activation functions implemented in Triton/PyTorch

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gluon-cv

Gluon CV Toolkit

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kornia

Geometric Computer Vision Library for Spatial AI

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mmsegmentation

OpenMMLab Semantic Segmentation Toolbox and Benchmark.

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myh264

[MLSys '22 artifact] an incremental x264 video encoder for video analytics

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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

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UniFormer

[ICLR2022] official implementation of UniFormer

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vision

Datasets, Transforms and Models specific to Computer Vision

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