Lightweight deep neural networks for acoustic scene classification and an effective visualization for presenting sound scene contexts

L Pham, D Ngo, D Salovic, A Jalali, A Schindler… - Applied Acoustics, 2023 - Elsevier
scene, we propose an effective visualization method for comprehensively presenting a …
scene context. By combining both the sound scene and sound event information, the visualization

Robust, general, and low complexity acoustic scene classification systems and an effective visualization for presenting a sound scene context

L Pham, D Salovic, A Jalali, A Schindler, K Tran… - arXiv preprint arXiv …, 2022 - arxiv.org
… Given the analysis of sound events, we provide an effective visualization method to
present a sound scene context by combining both sound scene and sound event information. …

Acoustic Scene Classification and Visualization of Beehive Sounds Using Machine Learning Algorithms and Grad‐CAM

J Kim, J Oh, TY Heo - Mathematical Problems in Engineering, 2021 - Wiley Online Library
… preprocessing method and classification model optimized for the classification of beehive …
the classification performance of the models. In addition, we present the visualization results …

Visualization of railway scene classification model via grad-CAM

B Zhao, P Li, MR Dai - … on Signal and Image Processing (ICSIP …, 2018 - ieeexplore.ieee.org
… small quantity of railway scene database. In order to obtain railway scene classification
model, firstly, we transfer CNN pre-trained on ImageNet to railway scene classification task, it will …

Remote sensing scene classification via multi-branch local attention network

SB Chen, QS Wei, WZ Wang, J Tang… - … on Image Processing, 2021 - ieeexplore.ieee.org
… In this paper, we propose a remote sensing image scene classification method via Multi-…
Comparison of visualization using Grad-CAM [55]. We compare the visualization results of …

[HTML][HTML] A hybrid geometric spatial image representation for scene classification

N Ali, B Zafar, F Riaz, S Hanif Dar, N Iqbal Ratyal… - PloS one, 2018 - journals.plos.org
… an effective performance and can be applied in a domain for scene analysis and image
classification. It … Our method provides remarkable results for high resolution scene classification. …

Classification, simplification, and dynamic visualization of scene transition graphs for video browsing

BL Yeo, MM Yeung - Storage and Retrieval for Image and …, 1997 - spiedigitallibrary.org
… for classification and simplification of the STG, and present better means of visualizing the
… We have tested the graph visualization techniques on various programming types and the …

Remote sensing image scene classification based on an enhanced attention module

Z Zhao, J Li, Z Luo, J Li, C Chen - IEEE Geoscience and …, 2020 - ieeexplore.ieee.org
visualization results of the EAM-integrated network (ResNet-101 + EAM) with the baseline
model (ResNet-101). The Grad-CAM visualization is … We compare the visualization results and …

A spatial layout and scale invariant feature representation for indoor scene classification

M Hayat, SH Khan, M Bennamoun… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
… We also study the discriminative capabilities of our proposed features by visualizing them in
… The embedded feature descriptors in the 2D space can then be visualized by plotting their …

Remote sensing scene classification by unsupervised representation learning

X Lu, X Zheng, Y Yuan - IEEE Transactions on Geoscience and …, 2017 - ieeexplore.ieee.org
scene classification, which contains three main parts, namely, feature map learning by
deconvolution network, feature aggregating using the SPM, and classification … 15 visualized filters …