SKA INAF (SKA-INAF)

SKA INAF

SKA-INAF

Geek Repo

Collection of software tools developed by the SKA INAF OACT group. Maintained by Simone Riggi.

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SKA INAF's repositories

caesar

Caesar source finder tool

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caesar-mrcnn

Object segmentation with Mask R-CNN

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caesar-rest

Rest API for caesar source finder application

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caesar-docker

Docker files to build Caesar Docker container

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efficientdet

A PyTorch impl of EfficientDet faithful to the original Google impl w/ ported weights

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scutout

Tool to extract source cutouts from a collection of FITS astronomical images

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caesar-rest-jobmonitor-docker

Docker container to monitor caesar-rest jobs

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data_parsers

Collection of data parsers in different formats for training neural network models on radioastronomical datasets

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INADE

Implementation of Diverse Semantic Image Synthesis via Probability Distribution Modeling (CVPR 2021)

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radio-tiramisu

Semantic segmentation with Tiramisu

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YOLOv4

PyTorch implementation of YOLOv4

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caesar-base-docker

Dockerfile to build Docker cesar base image with needed dependencies

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caesar-mrcnn-tf2

Object segmentation with Mask R-CNN

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caesar-rest-docker

Docker file to build caesar-rest app container

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cnn-classifier-job-docker

Docker container for running CNN classification on images with sclassifier module

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cutex-job-docker

Docker container for CUTEX source finder

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data_processor

Scripts to split the dataset and to collect metrics on the data

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detr

End-to-End Object Detection with Transformers

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metric-computation

Notebooks for computation of metrics from object detection and segmentation pre-trained models

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mnist-dataset

MNIST dataset in FITS format for model testing scopes

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radiff

Official PyTorch implementation of the paper "RADiff: Controllable Diffusion Models for Radio Astronomical Maps Generation" (https://arxiv.org/abs/2307.02392)

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rg-dataset-public

Public version of rg-dataset

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sclassifier

Radio source classifier with different ML methods (CNN, autoencoders, decision trees, clustering)

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sclassifier-docker

Docker base container for sclassifier module

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simclr-job-docker

Docker container for image feature extraction with the sclassifier module using SimCLR pre-trained models

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u-net

Simple PyTorch implementations of U-Net/FullyConvNet (FCN) for image segmentation and two variants: without skip connections and with deep supervision

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YOLOS

You Only Look at One Sequence (NeurIPS 2021)

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yolov7

Implementation of paper - YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors

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