Downloads: 241
M.Tech / M.E / PhD Thesis | Computer Science & Engineering | India | Volume 9 Issue 5, May 2020
Abnormality Detection on Video Surveillance
Unais K
Abstract: : Sparse coding based abnormality recognition has demonstrated promising execution, of which the keys are highlight learning, inadequate portrayal, and word reference learning. In this work, we propose another neural system for inconsistency location by profoundly accomplishing highlight learning, inadequate portrayal and word reference learning in three joint neural preparing squares. In particular, to learn better highlights, we structure a movement combination square joined by a component move square to appreciate the benefits of taking out boisterous foundation, catching movement and reducing information insufficiency. Besides, to address a few detriments (e. g. , nonadaptive refreshing) of existing meagre coding analyzers and grasp the benefits of neural system (e. g. , equal processing), we structure a novel intermittent neural system to learn meagre portrayal and word reference by proposing a versatile iterative hard-thresholding calculation (versatile ISTA) and reformulating the versatile ISTA as another long transient memory (LSTM). As far as we could possibly know, this could be one of first attempts to connect the '1-solver and LSTM and may give novel knowledge in comprehension LSTM and model-based improvement (or named differentiable programming), just as inadequate coding based inconsistency identification. Broad analyses appear the best in class execution of our strategy in the anomalous occasion’s discovery task.
Keywords: Video Surveillance, Anomaly detection, Recurrent neural network based sparsity learning
Edition: Volume 9 Issue 5, May 2020,
Pages: 4 - 5
Similar Articles with Keyword 'Video Surveillance'
Downloads: 2 | Weekly Hits: ⮙2 | Monthly Hits: ⮙2
Research Paper, Computer Science & Engineering, United States of America, Volume 12 Issue 12, December 2023
Pages: 1010 - 1016Enhancing Surveillance Capabilities: A Low-Cost, Mobile Phone-Based Solution with Moving Object Recognition
Downloads: 3 | Weekly Hits: ⮙1 | Monthly Hits: ⮙3
Research Paper, Computer Science & Engineering, India, Volume 11 Issue 11, November 2022
Pages: 1202 - 1204Driver Safety Prediction System
Kalyan Raja K | Sahiti Adepu