Puguang Cai (pgcai)

pgcai

Geek Repo

Company:Tianjin University

Location:Tianjin

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Puguang Cai's repositories

GymMS

Gym management system based on SSM.

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DoraPy

Dorapy is a deep learning framework that focuses on data pre-processing.🛸

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MyTools

🤖The all-inclusive Python toolkit🛠️.

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C-learning

C++ Learning record

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GYLAF

Guess You Like About Food🍗.Canteen automatic settlement and intelligent meal recommendation system.

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adminForTrain

java project

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C-3-Framework

An open-source PyTorch code for crowd counting

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DataStructure

Data structure learning&The Code

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Stereo-matching-python

Python implementation of various stereo matching algorithms.

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dotnets

Create simple drawings of neural networks using graphviz

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fire-smoke-detect-yolov4

fire-smoke-detect-yolov4-yolov5 and fire-smoke-detection-dataset 火灾检测,烟雾检测

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lanenet-lane-detection

Unofficial implemention of lanenet model for real time lane detection using deep neural network model https://maybeshewill-cv.github.io/lanenet-lane-detection/

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Mask_RCNN

Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow

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mmdetection

OpenMMLab Detection Toolbox and Benchmark

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OpenCV-Python-Tutorial

📖 OpenCV-Python image processing tutorial for beginners

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Paddle

PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice (『飞桨』核心框架,深度学习&机器学习高性能单机、分布式训练和跨平台部署)

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Puguang-Cai

蔡普光的个人主页

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Solar_Wind

Prediction of solar wind.

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TDAM

Implementation code for the paper "Solar Wind Speed Prediction With Two-Dimensional Attention Mechanism"

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tinynn

A lightweight deep learning library

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UniPose

We propose UniPose, a unified framework for human pose estimation, based on our “Waterfall” Atrous Spatial Pooling architecture, that achieves state-of-art-results on several pose estimation metrics. Current pose estimation methods utilizing standard CNN architectures heavily rely on statistical postprocessing or predefined anchor poses for joint localization. UniPose incorporates contextual seg- mentation and joint localization to estimate the human pose in a single stage, with high accuracy, without relying on statistical postprocessing methods. The Waterfall module in UniPose leverages the efficiency of progressive filter- ing in the cascade architecture, while maintaining multi- scale fields-of-view comparable to spatial pyramid config- urations. Additionally, our method is extended to UniPose- LSTM for multi-frame processing and achieves state-of-the- art results for temporal pose estimation in Video. Our re- sults on multiple datasets demonstrate that UniPose, with a ResNet backbone and Waterfall module, is a robust and efficient architecture for pose estimation obtaining state-of- the-art results in single person pose detection for both sin- gle images and videos.

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