The code for CVPR2022 paper "Likert Scoring with Grade Decoupling for Long-term Action Assessment".

Overview

Likert Scoring with Grade Decoupling for Long-term Action Assessment

This is the code for CVPR2022 paper "Likert Scoring with Grade Decoupling for Long-term Action Assessment".

Environments

  • RTX2080Ti
  • CUDA: 10.2
  • Python: 3.9.7
  • PyTorch: 1.10.1+cu102

Features

The features and label files of Rhythmic Gymnastics dataset can be download here.

Running

Please fill in or select the args enclosed by {} first.

  • Training
CUDA_VISIBLE_DEVICES={device ID} python main.py --video-path {path of video features} --train-label-path {path of label file of training set} --test-label-path {path of label file of test set} --model-name {the name used to save model and log} --action-type {Ball/Clubs/Hoop/Ribbon} --lr 1e-2 --epoch {250/400/500/150} --n_decoder 2 --n_query 4 --alpha 1.0 --margin 1.0 --lr-decay cos --decay-rate 0.01 --dropout 0.3
  • Testing
CUDA_VISIBLE_DEVICES={device ID} python main.py --video-path {path of video features} --train-label-path {path of label file of training set} --test-label-path {path of label file of test set} --action-type {Ball/Clubs/Hoop/Ribbon} --n_decoder 2 --n_query 4 --dropout 0.3 --test --ckpt {the name of the used checkpoint}
Omdena-abuja-anpd - Automatic Number Plate Detection for the security of lives and properties using Computer Vision.

Omdena-abuja-anpd - Automatic Number Plate Detection for the security of lives and properties using Computer Vision.

Abdulazeez Jimoh 1 Jan 01, 2022
ocroseg - This is a deep learning model for page layout analysis / segmentation.

ocroseg This is a deep learning model for page layout analysis / segmentation. There are many different ways in which you can train and run it, but by

NVIDIA Research Projects 71 Dec 06, 2022
Image augmentation library in Python for machine learning.

Augmentor is an image augmentation library in Python for machine learning. It aims to be a standalone library that is platform and framework independe

Marcus D. Bloice 4.8k Jan 04, 2023
Détection de créneaux de vaccination disponibles pour l'outil ViteMaDose

Vite Ma Dose ! est un outil open source de CovidTracker permettant de détecter les rendez-vous disponibles dans votre département afin de vous faire v

CovidTracker 239 Dec 13, 2022
OpenCVを用いたカメラキャリブレーションのサンプルです。2021/06/21時点でPython実装のある3種類(通常カメラ向け、魚眼レンズ向け(fisheyeモジュール)、全方位カメラ向け(omnidirモジュール))について用意しています。

OpenCV-CameraCalibration-Example FishEyeCameraCalibration.mp4 OpenCVを用いたカメラキャリブレーションのサンプルです 2021/06/21時点でPython実装のある以下3種類について用意しています。 通常カメラ向け 魚眼レンズ向け(

KazuhitoTakahashi 34 Nov 17, 2022
Optical character recognition for Japanese text, with the main focus being Japanese manga

Manga OCR Optical character recognition for Japanese text, with the main focus being Japanese manga. It uses a custom end-to-end model built with Tran

Maciej Budyś 327 Jan 01, 2023
Dataset and Code for ICCV 2021 paper "Real-world Video Super-resolution: A Benchmark Dataset and A Decomposition based Learning Scheme"

Dataset and Code for RealVSR Real-world Video Super-resolution: A Benchmark Dataset and A Decomposition based Learning Scheme Xi Yang, Wangmeng Xiang,

Xi Yang 91 Nov 22, 2022
Creating a virtual tv using opencv in python3.

Virtual-TV Creating a virtual tv using opencv in python3. In order to run the code follow the below given steps: Make sure the desired videos which ar

Vamsi 1 Jan 01, 2022
🔎 Like Chardet. 🚀 Package for encoding & language detection. Charset detection.

Charset Detection, for Everyone 👋 The Real First Universal Charset Detector A library that helps you read text from an unknown charset encoding. Moti

TAHRI Ahmed R. 332 Dec 31, 2022
[ICCV, 2021] Cloud Transformers: A Universal Approach To Point Cloud Processing Tasks

Cloud Transformers: A Universal Approach To Point Cloud Processing Tasks This is an official PyTorch code repository of the paper "Cloud Transformers:

Visual Understanding Lab @ Samsung AI Center Moscow 27 Dec 15, 2022
Augmenting Anchors by the Detector Itself

Augmenting Anchors by the Detector Itself Introduction It is difficult to determine the scale and aspect ratio of anchors for anchor-based object dete

4 Nov 06, 2022
One Metrics Library to Rule Them All!

onemetric Installation Install onemetric from PyPI (recommended): pip install onemetric Install onemetric from the GitHub source: git clone https://gi

Piotr Skalski 49 Jan 03, 2023
An advanced 2D image manipulation with features such as edge detection and image segmentation built using OpenCV

OpenCV-ToothPaint3-Advanced-Digital-Image-Editor This application named ‘Tooth Paint’ version TP_2020.3 (64-bit) or version 3 was developed within a w

JunHong 1 Nov 05, 2021
Introduction to Augmented Reality (AR) with Python 3 and OpenCV 4.2.

Introduction to Augmented Reality (AR) with Python 3 and OpenCV 4.2.

fernanda rodríguez 85 Jan 02, 2023
Kornia is a open source differentiable computer vision library for PyTorch.

Open Source Differentiable Computer Vision Library

kornia 7.6k Jan 06, 2023
Contextual speed detection for python

Speed Prediction using Optical Flow and 2D CNN About the challenge: Comma.AI Speed Challenge This challenge was developed by Comma.AI to predict the s

Mahimana Bhatt 2 Dec 16, 2021
OCR system for Arabic language that converts images of typed text to machine-encoded text.

Arabic OCR OCR system for Arabic language that converts images of typed text to machine-encoded text. The system currently supports only letters (29 l

Hussein Youssef 144 Jan 05, 2023
Comparison-of-OCR (KerasOCR, PyTesseract,EasyOCR)

Optical Character Recognition OCR (Optical Character Recognition) is a technology that enables the conversion of document types such as scanned paper

21 Dec 25, 2022
Neural search engine for AI papers

Papers search Neural search engine for ML papers. Demo Usage is simple: input an abstract, get the matching papers. The following demo also showcases

Giancarlo Fissore 44 Dec 24, 2022
Ackermann Line Follower Robot Simulation.

Ackermann Line Follower Robot This is a simulation of a line follower robot that works with steering control based on Stanley: The Robot That Won the

Lucas Mazzetto 2 Apr 16, 2022