Tobias Czempiel

MM-OR. Official code of the paper MM-OR: A Large Multimodal Operating Room Dataset for Semantic Understanding of High-Intensity Surgical Environments accepted at CVPR 2025. This repo includes both the dataset and our code.

hyper-kvasir. GitHub repository for the Hyper-Kvasir dataset.

SpectraFit. The code for corresponding paper: "Shallow learning enables real-time inference of molecular composition from spectroscopy of brain tissue"

ohmyzsh. 🙃 A delightful community-driven (with 2,400+ contributors) framework for managing your zsh configuration. Includes 300+ optional plugins (rails, git, macOS, hub, docker, homebrew, node, php, python, etc), 140+ themes to spice up your morning, and an auto-update tool that makes it easy to keep up with the latest updates from the community.

Hyperspectral-Image-Super-Resolution-Benchmark. A list of hyperspectral image super-solution resources collected by Junjun Jiang

Spectral-Reconstruction.

SurgT_labelling. Python

SegmentationMetricTutorial. TypeScript

stable-diffusion-webui. Stable Diffusion web UI

nn_vis. An interactive visualization of neural networks

SegmentationMetricTutorial. This repository contains the source and the build for our MICCAI-Educational participation regarding Semantic Segmentation Metric

oadat. OADAT: Experimental and Synthetic Clinical Optoacoustic Data for Standardized Image Processing

4D-OR. Official code of the paper 4D-OR: Semantic Scene Graphs for OR Domain Modeling accepted at MICCAI 2022. This repo includes both the dataset and our code.

Transformers-Recipe. 🧠 A study guide to learn about Transformers

IETrans-SGG.pytorch. This is the code of ECCV 2022 (Oral) paper "Fine-Grained Scene Graph Generation with Data Transfer".

Scene-Graph-Benchmark.pytorch. A new codebase for popular Scene Graph Generation methods (2020). Visualization & Scene Graph Extraction on custom images/datasets are provided. It's also a PyTorch implementation of paper “Unbiased Scene Graph Generation from Biased Training CVPR 2020”

SolarPosition. Arduino Library to calculate the position of the sun relative to geographic coordinates

MNIST_Pytorch_python_and_capi. This is an example of how to train a MNIST network in Python and run it in c++ with pytorch 1.0

ffcv. FFCV: Fast Forward Computer Vision (and other ML workloads!)

TUM-BMC-Masterthesis-Template. Latex Template for Biomedical Computing Master at the Chair for Computer Aided Medical Procedures and Augmented Reality, Technische Universität München

retrieval-fuse. [ICCV21] Code for "RetrievalFuse: Neural 3D Scene Reconstruction with a Database"

ms-tcn. Python

RAFT. Python

pytorchvideo. A deep learning library for video understanding research.

torch_videovision. Transforms for video datasets in pytorch

fairscale. PyTorch extensions for high performance and large scale training.

examples. Example deep learning projects that use wandb's features.

fairseq. Facebook AI Research Sequence-to-Sequence Toolkit written in Python.

lightning-kitti. Semantic Segmentation with Pytorch-Lightning

pytorch-grad-cam. Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.

netdata. The fastest path to AI-powered full stack observability, even for lean teams.

StravaClubTracker. Progress tracker/dashboard generator for Strava Clubs that shows club totals, top efforts, individual leaders and club details

MedMNIST. [pip install medmnist] 18x Standardized Datasets for 2D and 3D Biomedical Image Classification

DALLE-pytorch. Implementation / replication of DALL-E, OpenAI's Text to Image Transformer, in Pytorch

PlotNeuralNet. Latex code for making neural networks diagrams

corona-widget. COVID-19 Widget ( Inzidenz / Impfquoten / Hospitalisierungen ) für iOS innerhalb Deutschlands 🇩🇪 (Kreis/Stadt + Bundesland + Trend)

nnUNet. Python

MLL. Machine Learning Laboratory

TeCNO. Python

nocode. The best way to write secure and reliable applications. Write nothing; deploy nowhere.

SSTDA. [CVPR 2020] Action Segmentation with Joint Self-Supervised Temporal Domain Adaptation (PyTorch)

lungmask. Automated lung segmentation in CT

blaze. NumPy and Pandas interface to Big Data

pytorch-lightning. Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.

MTRCNet-CL. [MedIA'20]Multi-task recurrent convolutional network with correlation loss for surgical video analysis, winner algorithm at MICCAI'19 Surgical Workflow and Skill Analysis Challenge

pytorch-softdtw. An implementation of SoftDTW for PyTorch.

deep-learning-v2-pytorch. Projects and exercises for the latest Deep Learning ND program https://www.udacity.com/course/deep-learning-nanodegree--nd101

Probabilistic-Unet-Pytorch. A Probabilistic U-Net for segmentation of ambiguous images implemented in PyTorch

3d-mri-brain-tumor-segmentation-using-autoencoder-regularization. Keras implementation of the paper "3D MRI brain tumor segmentation using autoencoder regularization" by Myronenko A. (https://arxiv.org/abs/1810.11654).

albumentations. Fast and flexible image augmentation library. Paper about the library: https://www.mdpi.com/2078-2489/11/2/125

DeepLearning-PadhAI. All the code files related to the deep learning course from PadhAI

PyVideoResearch. A repository of common methods, datasets, and tasks for video research

awesome-action-recognition. A curated list of action recognition and related area resources

google-research. Google Research

SLClassificationAnEducationalCode-MEC2019. This is the repository for our submission to the Miccai educational challenge 2019.

detectron2. Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.

PGCN. Graph Convolutional Networks for Temporal Action Localization (ICCV2019)

PyTorchConv3D. I3D and 3D-ResNets in PyTorch

TTN. Python

soft-dtw. Python implementation of soft-DTW.

pytorch-template. PyTorch deep learning projects made easy.

temporal-segment-networks. Code & Models for Temporal Segment Networks (TSN) in ECCV 2016

Results3DHumanPoseEstimation. This repository shows the results of the Masterthesis with the title: "Real-time 3D Human Pose Estimation with a single RGB-camera for Screen-based Augmented-Reality"

VideoPose3D. Efficient 3D human pose estimation in video using 2D keypoint trajectories

pytorch. Tensors and Dynamic neural networks in Python with strong GPU acceleration

flutter-chat-demo. The chat app made by Flutter and Firebase

ganhacks. starter from "How to Train a GAN?" at NIPS2016

Human-Pose-Estimation-from-RGB. Human Pose Estimation from RGB Camera - The repo