ChristophReich1996/Mode_Collapse

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MIT License
Created almost 5 years ago
Updated over 1 year ago

ChristophReich1996/Mode_Collapse

ChristophReich1996

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

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" [arXiv 2022].

Involution

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

Cell-DETR

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

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].

OSS-Net

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

ToeffiPy

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

Dirac-GAN

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

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].

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).

FNet2D

FNet 2D: Scaling Fourier Transform Token Mixing To Vision

Differentiable_JPEG

This repo reimplements the differentiable JPEG proposed in "JPEG-resistant Adversarial Images".

Yeast-in-Microstructures-Dataset

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

Pade-Activation-Unit

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

Scaling_Vision_Transformers_22B_Param

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

DL4NLP_Cheatsheet_TUD

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

3D_Baggage_Segmentation

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

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].

simple_logistic_regression

Simple logistic regression model with autograd for Statistics II

CV2_Cheatsheet_TUD

Cheatsheet for the lecture Computer Vision at TU Darmstadt

Latex_Auto_Compile

Short python script for auto compiling Latex files.

Elektronik_Formelsammlung_TUD

Formelsammlung für das Modul Elektronik (TU Darmstadt).

Neural_Network_cpp

Neural network from scratch in C++.