Integrated feature set using aggregate channel features and histogram of sparse codes for human detection

2019 ◽  
Vol 79 (3-4) ◽  
pp. 2931-2944
Author(s):  
Blossom Treesa Bastian ◽  
Jiji C.V.
Keyword(s):  
Human Detection ◽  
Aggregate Channel Features

scholarly journals Effectiveness of Human Detection from Aerial Images Taken from Different Heights

TEM Journal ◽  
2021 ◽  
pp. 522-530
Author(s):  
Muhammad Shahir Hakimy Salem ◽  
Fadhlan Hafizhelmi Kamaru Zaman
Keyword(s):  
Model Test ◽  
Search And Rescue ◽  
Human Detection ◽  
Training Data ◽  
Aerial Images ◽  
Single Model ◽  
Bounding Box ◽  
Aggregate Channel Features

Recently, drones have been regularly used to aid in search and rescue in places where it is normally to carry out some of the early forensic victim localization. There are many suitable human detectors for drone use, such as Histogram Oriented Gradient (HOG), You Only Looks Once (YOLO), and Aggregate Channel Features (ACF). In this paper, the height of the aerial images is analyzed for its effect on the accuracy of the detection. This works compares ACF, YOLO MobileNet, and YOLO ResNet50 using a different set of aerial images varying at 10m, 20m, and 30m heights. The results show that in a single-model test, with our proposed bounding-box standardization, YOLO MobileNet achieves significant increase in test precision (AP), with 0.7 AP recorded. For single-model test, YOLO MobileNet yield best AP using 20m training data where it obtained AP of 0.88 (10m test height), 0.82 (20m test height), and 0.91 (30m test height).

Depth and Superpixel Extraction for Augmenting Human Detection

2018 ◽  
Vol 2018 (10) ◽  
pp. 336-1-336-6
Author(s):  
Hussin K. Ragb ◽  
Theus H. Aspiras ◽  
Vijayan K. Asari
Keyword(s):  
Human Detection

MAPPING IN DYNAMIC ENVIRONMENTS USING DEEP LEARNING-BASED HUMAN DETECTION

2019 ◽  
Author(s):  
João Carlos Virgolino Soares ◽  
Marcelo Gattass ◽  
Marco Antonio Meggiolaro
Keyword(s):  
Deep Learning ◽  
Dynamic Environments ◽  
Human Detection

Implementation of a Single Human Detection Algorithm for Video Digital Door Lock

2012 ◽  
Vol 19B (2) ◽  
pp. 127-134
Author(s):  
Seung-Hwan Shin ◽  
Sang-Rak Lee ◽  
Han-Go Choi
Keyword(s):  
Detection Algorithm ◽  
Human Detection ◽  
Door Lock
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