Karol Gotkowski (Karol-G)

Karol-G

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Company:German Cancer Research Center (DKFZ)

Location:Heidelberg, Germany

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Karol Gotkowski's starred repositories

BatchViewer

A tool to do quick and dirty inspection of multichannel 3D data. I use it mainly to visualize batches for deep learning.

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tqdmp

Multiprocessing with tqdm progressbars!

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py-spy

Sampling profiler for Python programs

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memray

Memray is a memory profiler for Python

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scalene

Scalene: a high-performance, high-precision CPU, GPU, and memory profiler for Python with AI-powered optimization proposals

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U-Mamba

U-Mamba: Enhancing Long-range Dependency for Biomedical Image Segmentation

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spock

spock is a framework that helps manage complex parameter configurations during research and development of Python applications

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shapely

Manipulation and analysis of geometric objects

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connected-components-3d

Connected components on discrete and continuous multilabel 3D & 2D images. Handles 26, 18, and 6 connected variants; periodic boundaries (4, 8, & 6)

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patchly

A grid sampler for larger-than-memory N-dimensional images

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stardist_pytorch

StarDist PyTorch

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fd-shifts

A Benchmark for Failure Detection under Distribution Shifts in Image Classification

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Grounded-Segment-Anything

Grounded SAM: Marrying Grounding DINO with Segment Anything & Stable Diffusion & Recognize Anything - Automatically Detect , Segment and Generate Anything

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segment-anything

The repository provides code for running inference with the SegmentAnything Model (SAM), links for downloading the trained model checkpoints, and example notebooks that show how to use the model.

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stardist-napari

StarDist plugin for napari

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napari-animation

A napari plugin for making animations

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batchgenerators

A framework for data augmentation for 2D and 3D image classification and segmentation

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imagecodecs

Image transformation, compression, and decompression codecs

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Numpy_arraysetops_EP

Numpy group_by and set-operations

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image_classification

:dart: Deep Learning Framework for Image Classification & Regression in Pytorch for Fast Experiments

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generalized_yolov5

An extension of YOLOv5 to non-natural images together with 5-Fold Cross-Validation

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