Machine Learning

A Performance Baseline for Deep Feature Matching

DFM Python (Pytorch) and Matlab (MatConvNet) implementations of our paper DFM: A Performance Baseline for Deep Feature Matching at CVPR 2021 Image Matching Workshop. Setup Environment We strongly recommend using Anaconda. Open a terminal in ./python folder, and simply run the following lines to create the environment: conda env create -f environment.yml conda activte dfm DependenciesIf you do not use conda, DFM needs the following dependencies:(Versions are not strict; however, we have tried DFM with these specific versions.) python=3.7.1 pytorch=1.7.1 […]

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Deep Learning

Contrastive Learning for Color Constancy accepted at CVPR 2021

CLCC CLCC: Contrastive Learning for Color Constancy (CVPR 2021)Yi-Chen Lo*, Chia-Che Chang*, Hsuan-Chao Chiu, Yu-Hao Huang, Chia-Ping Chen, Yu-Lin Chang, Kevin Jou MediaTek Inc., Hsinchu, Taiwan (*) indicates equal contribution. We preprocess each fold of dataset and stored in .pkl format for each sample. Each sample contains: Raw image: Mask color checker; Subtract black level; Convert to uint16 [0, 65535] BGR numpy array with shape (H, W, 3). RGB label: L2-normalized numpy vector with shape (3,). Color checker: [0, 4095] […]

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Facebook NLP Research
NLP

Dynabench: Rethinking Benchmarking in NLP

June 10, 2021 By: Douwe Kiela, Max Bartolo, Yixin Nie, Divyansh Kaushik, Atticus Geiger, Zhengxuan Wu, Bertie Vidgen, Grusha Prasad, Amanpreet Singh, Pratik Ringshia, Zhiyi Ma, Tristan Thrush, Sebastian Riedel, Zeerak Waseem, Pontus Stenetorp, Robin Jia, Mohit Bansal, Christopher Potts, Adina Williams Abstract We introduce Dynabench, an open-source platform for dynamic dataset creation and model benchmarking. Dynabench runs in a web browser and supports human-and-model-in-the-loop dataset creation: annotators seek to create examples that a target model will misclassify, but that […]

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Maps

Streamlit Component for rendering kepler.gl maps

streamlit-keplergl Streamlit Component for rendering kepler.gl maps in a streamlit app. Installation pip install streamlit-keplergl How to use it import streamlit as st from streamlit_keplergl import keplergl_static from keplergl import KeplerGl st.write(“This is a kepler.gl map in streamlit”) map_1 = KeplerGl(height=400) keplergl_static(map_1) Options fig: keplergl.KeplerGl map figure. height: Height of result. If height is set on the keplergl.KeplerGl object, that value supersedes the values set with the keyword arguments of this function. width: Width of result. GitHub https://github.com/chrieke/streamlit-keplergl    

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Bot

CoWIN Vaccination slot booking telegram bot with auto captcha resolver & alerting feature

COWIN VACCINATION SLOT AUTO BOOKING (Bot with captcha solving & alerting capabilities. Never miss the vaccine slot.) HOW IT WORKS Your computer will act as a server to update messages & recieve messages from telegram bot. This automation script, gathers the recieved messages from the user & checks the details on COWIN portal. Your phone (Telegram app) will act as a client to recieve messages sent from the computer. If your computer stops or your script stops on computer, you […]

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Cryptocurrency

Reference python implementation of Chia pool operations for pool operators

Pool Reference V1 Reference python implementation of Chia pool operations for pool operators Summary This repository provides a sample server written in python, which is meant to server as a basis for a Chia Pool. While this is a fully functional implementation, it requires some work in scalability and security to run in production. An FAQ is provided here: https://github.com/Chia-Network/chia-blockchain/wiki/Pooling-FAQ Customizing Several things are customizable in this pool reference. This includes: How long the timeout is for leaving the pool […]

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Language Models

Knowledge Inheritance for Pre-trained Language Models

Knowledge-Inheritance Source code paper: Knowledge Inheritance for Pre-trained Language Models (preprint). The trained model parameters (in Fairseq format) can be downloaded from Tsinghua Cloud. You can use convert_fairseq_to_huggingface.py to convert the Fairseq format into Huggingface’s transformers format easily. We refer the downstream performance evaluation to the implementation of Fairseq (GLUE tasks) and Don’t Stop Pre-training (ACL-ARC / CHEMPROT). If you have any question, feel free to contact us ([email protected]). 1. Available Pretrained Models WB domain: Wikipedia + BookCorpus; CS domain: […]

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Maps

A large dataset of 100k Google Satellite and matching Map images

Larger Google Sat2Map dataset This dataset extends the aerial ⟷ Maps dataset used in pix2pix (Isola et al., CVPR17). The provide script download_sat2maps.py scrapes pairs of matching Maps and Satellite images using the Google Maps API from the 22 most populous cities in the United States. Following pix2pix, the pair of satellite and map images are concatenated side-by-side into one image like below. Occasionally, the satellite or the map image are not provided by the API, or simply not interesting […]

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Email

An SMTP gateway for Apprise notifications

mailrise Mailrise is an SMTP server that converts the emails it receives into Apprise notifications. The intended use case is as an email relay for a home lab or network. By accepting ordinary email, Mailrise enables Linux servers, Internet of Things devices, surveillance systems, and outdated software to gain access to the full suite of 60+ notification services supported by Apprise, from Matrix to Nextcloud to your desktop or mobile device. Just as email brought written messages into the 21st […]

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Wrapper

Python wrapper for WhatsApp web-based on selenium

alright Python wrapper for WhatsApp web made with selenium inspired by PyWhatsApp Getting started You need to do a little bit of work to get alright to running, but don’t worry I gotcha you, everything will work well if you just carefully follow through the documentation. Installation We need to have alright installed on our machine to start using which can either be done directly from GitHub or using pip. installing directly You first need to clone or download the […]

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