Segmentation

Deep Level Set for Box-supervised Instance Segmentation in Aerial Images

Wentong Li, Yijie Chen, Wenyu Liu, Jianke Zhu* Any questions or discussions are welcomed! Installation Please refer to INSTALL.md for environment installation. This code is based on MMdetection and AerialDetection. Getting Started Please see GETTING_STARTED.md for the dataset preparation and basic usage. Visualization Instance segmentation results only under the supervision of box annotations on iSAID dataset. To Do COCO dataset Medical images Text images Citation

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Search

The Neurips 2021 paper Searching Parameterized AP Loss for Object Detection

By Chenxin Tao,Zizhang Li,Xizhou Zhu,Gao Huang,Yong Liu,Jifeng Dai This is the official implementation of the Neurips 2021 paper Searching Parameterized AP Loss for Object Detection. Introduction TL; DR. Parameterized AP Loss aims to better align the network training and evaluation in object detection. It builds a unified formula for classification and localization tasks via parameterized functions, where the optimal parameters are searched automatically. Introduction. In evaluation of object detectors, Average Precision (AP) captures the performance of localization and classification sub-tasks […]

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StyleGAN

Face Stylization based on the paper “AgileGAN: Stylizing Portraits by Inversion-Consistent Transfer Learning”

English | 简体中文 Introduction This repo is an efficient toolkit for Face Stylization based on the paper “AgileGAN: Stylizing Portraits by Inversion-Consistent Transfer Learning”. We note that since the training code of AgileGAN is not released yet, this repo merely adopts the pipeline from AgileGAN and combines other helpful practices in this literature. This project is based on MMCV and MMGEN, star and fork is welcomed 🤗! Results from FaceStylor trained by MMGEN Requirements CUDA 10.0 / CUDA 10.1 Python […]

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Dataset

SpaCy3Urdu: run command to setup assets(dataset from UD)

Project setup run command to setup assets(dataset from UD) It uses project.yml file and download the data from UD GitHub repository. Download vectors Download fasttext vectors wget https://dl.fbaipublicfiles.com/fasttext/vectors-crawl/cc.ur.300.vec.gz Use these vectors to prune it so that model size is reduced. I’m currently using 100000 vectors for training the model. mkdir vectors python -m spacy init vectors ur cc.ur.300.vec.gz ./vectors –truncate 100000 –name ur_model.vectors Train the model Now run the command to train the tagger and parser for Urdu language.

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Visualization

Python library to visualize circular plasmid maps

Plasmidviewer is a Python library to visualize plasmid maps from GenBank.This library provides only the function to visualize circular plasmids and doesn’t provide functions to edit nucleotides and sequence features.If you want to do such operations, please use QUEEN, which I have recently developed.(In fact, this library is implemented based on the visualization function of QUEEN) Installation You can install this library using the following single command:pip install git+https://github.com/ponnhide/plasmidviewer.git Example code

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Minecraft

A 16×16 clone of Minecraft Classic, written in Python with the Ursina Engine

A 16×16 clone of Minecraft Classic, written in Python with the Ursina Engine Features:Trees, Water(But there’s no gravity, so if you break a block next to water, expect to see some floating water), Random Terrain Generation(with Perlin Noise), Inventory(With 4 items:Grass, Stone, Copper and Diamond) and Shaders(with the prefabricated lit_with_shadows_shader of Ursina) Yet to be implemented: Infinite worlds, Caves, Multiplayer and Crafting(Perhaps in the very distant future?) Required Modules: Ursina(pip install ursina) and perlin_noise(pip install perlin-noise) Stone Texture from https://www.youtube.com/channel/UCvTkXfdV-oQRUYMM2R3p9zQ […]

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App

Frappe app for authentication, can be used with FrappeVue-AdminLTE

Frappeauth App Frappe app for authentication, can be used with FrappeVue-AdminLTEhttps://github.com/mymi14s/frappevue_adminlte INSTALLATION bench get-app https://github.com/mymi14s/frappeauth_app bench –site sitename install-app frappeauth_app bench restart Edit site_config.json and add “allow_cors”: “*” // * can also be replace with a domain name. License MIT GitHub View Github    

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augmentation

CleanX: Python library for exploring, cleaning, normalizing, and augmenting large datasets of radiological data

CleanX is an open source python library for exploring, cleaning and augmenting large datasets of X-rays, or certain other types of radiological images. JPEG files can be extracted from DICOM files or used directly. CleanX is an open source  python library for exploring, cleaning and augmenting large datasets of X-rays, or certain other types of radiological images.JPEG files can be extracted from DICOM files or used directly. The latest official release: primary author: Candace Makeda H. Moore other authors + […]

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Natural Language Processing, NLP, Python

The NLP Cypher | 12.12.21

Here’s a collection of papers by your favorite big tech and educational institutions. “The Generalist Language Model (GLaM), a trillion weight model that can be trained and served efficiently (in terms of computation and energy use) thanks to sparsity, and achieves competitive performance on multiple few-shot learning tasks. GLaM’s performance compares favorably to a dense language model, GPT-3 (175B) with significantly improved learning efficiency across 29 public NLP benchmarks in seven categories, spanning language completion, open-domain question answering, and natural […]

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