Deep Learning

Deep Extraction of Manga Structural Lines in python

The (Official) PyTorch Implementation of the paper “Deep Extraction of Manga Structural Lines” Usage model_torch.py [source folder] [output folder] Example: model_torch.py ./pytorchTestCases/ ./pytorchResults/ The model weights (erika.pth) Please refer to the release section of this repo. Alternatively, you may use this link: https://www.dropbox.com/s/y8pulix3zs73y62/erika.pth?dl=0 Requirement Python3 PyTorch (tested on version 1.9) Python-opencv How the model is prepared The PyTorch weights are exactly the same as the theano(!) model. I make some efforts to convert the original weights to the new model […]

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Detection

Prototype for Baby Action Detection and Classification

An attempt to harness the power of Deep Learning to come up with a solution that can let us detect various classes of activities an infant, toddler or a baby is performing in real-time. This POC can then be published as an end-to-end deployable cloud project. The model does not restrict predictions for babies only, it is applicable to all entities that appears in a human posture. So temporary, this needs to be handled at project level. Special thanks to […]

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Search

Searching for Efficient Multi-Stage Vision Transformers in Pytorch

This repository contains the official Pytorch implementation of “Searching for Efficient Multi-Stage Vision Transformers” and is based on DeiT and timm. Illustration of the proposed multi-stage ViT-Res network. Illustration of weight-sharing neural architecture search with multi-architectural sampling. Accuracy-MACs trade-offs of the proposed ViT-ResNAS. Our networks achieves comparable results to previous work. Requirements The codebase is tested with 8 V100 (16GB) GPUs. To install requirements: pip install -r requirements.txt Docker files are provided to set up the environment. Please run: cd […]

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Annotation

Annotation tool using GrabCut() of OpenCV

Annotation tool using GrabCut() of OpenCV. It can be used to create datasets for semantic segmentation. * Due to GrabCut’s algorithm, it is suitable for annotation of data with clear boundaries. opencv-python 4.5.2.54 or later Pillow 7.2.0 or later PySimpleGUI 4.32.1 or later │  app.py │  config.json │ ├─core │  │  gui.py │  └─util.py │ ├─input │ └─output ├─image └─annotation app.py, core/gui.py, core/util.py Source code. input Image files are stored in this directory. output Directory to save annotation results. image：The […]

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Weather

A Python interface between Earth Engine and xarray for processing weather and climate data

What is wxee? wxee was built to make processing gridded, mesoscale time series weather and climate data quick and easy by integrating the data catalog and processing power of Google Earth Engine with the flexibility of xarray, with no complicated setup required. To accomplish this, wxee implements convenient methods for data processing, aggregation, downloading, and ingestion. Features Time series image collections to xarray, NetCDF, or GeoTIFF in one line of code Climatological means and temporal aggregation Parallel processing for fast […]

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Telegram

A Telegram Torrent , Direct Links (and youtube-dl) Leecher based on Pyrogram

A Telegram Torrent , Direct Links (and youtube-dl) Leecher based on Pyrogram ✓ Google Drive link cloning using gclone.(wip) ✓ Telegram File mirrorring to cloud along with its unzipping, unrar and untar ✓ Drive/Teamdrive support/All other cloud services rclone.org supports ✓ Unzip ✓ Unrar ✓ Untar ✓ Custom file name ✓ Custom commands ✓ Get total size of your working cloud directory ✓ You can also upload files downloaded from /ytdl command to gdrive using `/ytdl gdrive` command. ✓ You […]

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Telegram

An Advanced Telegram Bot to Play Nonstop Radio/Music/YouTube Live in Channel or Group Voice Chats

An Advanced Telegram Bot to Play Nonstop Radio/Music/YouTube Live in Channel or Group Voice Chats. This is also the source code of the bot which is being used for playingRadio in AsmSafone Channel & Music in SafoTheBot Group. Special Features Playlist, queue, 24×7 radio stream Supports Live streaming from youtube Starts Radio after if no songs in playlist Automatic playback even if heroku restarts Show current playing position of the audio Control with buttons and commands Download songs from youtube […]

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Dataset

Real-world Video Super-resolution: A Benchmark Dataset and A Decomposition based Learning Scheme

Real-world Video Super-resolution: A Benchmark Dataset and A Decomposition based Learning SchemeXi Yang, Wangmeng Xiang, Hui Zeng and Lei ZhangInternational Conference on Computer Vision, 2021. Dataset The dataset is hosted on Google Drive and Baidu Drive (code: 43ph). Some example scenes are shown below. The structure of the dataset is illustrated below. File Description GT.zip All ground truth sequences in RGB format LQ.zip All low quality sequences in RGB format GT_YCbCr.zip All ground truth sequences in YCbCr format LQ_YCbCr.zip All […]

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Plotting

Generative plotter art environment for Python

What is vsketch? vsketch is a Python generative art toolkit for plotters with the following focuses: Accessibility: vsketch is easy to learn and feels familiar thanks to its API strongly inspired from Processing. Minimized friction: vsketch automates every part of the creation process(project initialisation, friction-less iteration, export to plotter-ready files) through a CLI tool called vskand a tight integration with vpype. Plotter-centric: vsketch is made for plotter users, by plotter users. It’s feature set is focused on thepeculiarities of this […]

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