3D Human Pose Estimation using CNN Algorithm

Swaraj Vijaysinh Pawar; Ashutosh Shivaji Rudraksh; Shubham Ashok Pimparkar; Prajwal Bhimrao Shinde; Rutweek Satish Todkar; Prof. Rama Gaikwad

3D Human Pose Estimation using CNN Algorithm

April 2023

Vol-9, Issue-2

Paper ID: 19678

ISSN: 2395-4396

Downloads: 0

Abstract & Details

Research Area

Computer Engineering

Keywords

Human Pose Resents CNN State of art Python etc

Abstract

Human pose estimation is a critical task in computer vision that has many practical applications, such as gaming, animation, surveillance, and robotics. In recent years, deep learning-based methods, specifically Convolutional Neural Networks (CNNs), have shown great success in solving this task. In this paper, we present a CNN-based approach for 3D human pose estimation. Our approach uses a deep architecture that combines a ResNet-based feature extractor with a fully connected regression network that predicts the 3D joint locations from 2D image coordinates. We evaluate our approach on benchmark datasets, including Human3.6M and MPII Human Pose, and show that our approach outperforms the state-of-the-art methods on these datasets..

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Author Information

#	Name	Institute / Affiliation
1	Swaraj Vijaysinh Pawar	ABMSP’S ANANTRAO PAWAR COLLEGE OF ENGINEERING & RESEARCH , PUNE ,MAHARASHTRA,INDIA
2	Ashutosh Shivaji Rudraksh	ABMSP’S ANANTRAO PAWAR COLLEGE OF ENGINEERING & RESEARCH , PUNE ,MAHARASHTRA,INDIA
3	Shubham Ashok Pimparkar	ABMSP’S ANANTRAO PAWAR COLLEGE OF ENGINEERING & RESEARCH , PUNE ,MAHARASHTRA,INDIA
4	Prajwal Bhimrao Shinde	ABMSP’S ANANTRAO PAWAR COLLEGE OF ENGINEERING & RESEARCH , PUNE ,MAHARASHTRA,INDIA
5	Rutweek Satish Todkar	ABMSP’S ANANTRAO PAWAR COLLEGE OF ENGINEERING & RESEARCH , PUNE ,MAHARASHTRA,INDIA
6	Prof. Rama Gaikwad	ABMSP’S ANANTRAO PAWAR COLLEGE OF ENGINEERING & RESEARCH , PUNE ,MAHARASHTRA,INDIA

How to Cite

Use the following formats to cite this article in your research.

APA Style

Pawar, Swaraj Vijaysinh, Rudraksh, Ashutosh Shivaji, Pimparkar, Shubham Ashok, Shinde, Prajwal Bhimrao, Todkar, Rutweek Satish, & Gaikwad, Prof. Rama (2023). 3D Human Pose Estimation using CNN Algorithm. International Journal of Advance Research and Innovative Ideas In Education, 9(2), 2063-2068.

MLA Style

Pawar, Swaraj Vijaysinh, et al. "3D Human Pose Estimation using CNN Algorithm." International Journal of Advance Research and Innovative Ideas In Education, vol. 9, no. 2, 2023, pp. 2063-2068.

IEEE Style

Swaraj Vijaysinh Pawar, Ashutosh Shivaji Rudraksh, Shubham Ashok Pimparkar, Prajwal Bhimrao Shinde, Rutweek Satish Todkar, and Prof. Rama Gaikwad, "3D Human Pose Estimation using CNN Algorithm," International Journal of Advance Research and Innovative Ideas In Education, vol. 9, no. 2, pp. 2063-2068, 2023.

Vancouver Style

Pawar Swaraj Vijaysinh, Rudraksh Ashutosh Shivaji, Pimparkar Shubham Ashok, Shinde Prajwal Bhimrao, Todkar Rutweek Satish, Gaikwad Prof. Rama. 3D Human Pose Estimation using CNN Algorithm. International Journal of Advance Research and Innovative Ideas In Education. 2023;9(2):2063-2068.

Harvard Style

Pawar, Swaraj Vijaysinh, Rudraksh, Ashutosh Shivaji, Pimparkar, Shubham Ashok, Shinde, Prajwal Bhimrao, Todkar, Rutweek Satish, & Gaikwad, Prof. Rama (2023) '3D Human Pose Estimation using CNN Algorithm', International Journal of Advance Research and Innovative Ideas In Education, 9(2), pp. 2063-2068.

Chicago Style

Pawar, Swaraj Vijaysinh, et al. "3D Human Pose Estimation using CNN Algorithm." International Journal of Advance Research and Innovative Ideas In Education 9, no. 2 (2023): 2063-2068.

Turabian Style

Pawar, Swaraj Vijaysinh, et al. "3D Human Pose Estimation using CNN Algorithm." International Journal of Advance Research and Innovative Ideas In Education 9, no. 2 (2023): 2063-2068.