ICCK

Hidayat Ullah Khan

The University of Agriculture, Peshawar 25000, Pakistan

Section 01

Academic Profile

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Section 02

Editorial Roles

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Section 03

ICCK Publications

Open Access | Research Article | 31 July 2026
Deep Features Evaluation Method of Human Action Recognition Based on Convolutional Neural Network
ICCK Transactions on Advanced Computing and Systems | Volume 2, Issue 3: 225-254, 2026 | DOI: 10.62762/TACS.2025.499786
Abstract
Human Action Recognition (HAR) in unconstrained video remains difficult due to cluttered backgrounds, camera motion, and long-range temporal dependencies. The recognition of human action is the most complex study in the area of Artificial Intelligence (AI) and Computer Vision (CV). Machine vision for online and offline video processing is typically employed in the development of human behavior recognition systems. In video broadcasting and analysis, identifying the type and content of human actions present in the footage is a fundamental requirement. In this article, we propose a compact and deployable Convolutional Neural Network-Long Short Term Memory (CNN-LSTM) framework that combines a 2... More >

Graphical Abstract
Deep Features Evaluation Method of Human Action Recognition Based on Convolutional Neural Network