Topological data analysis for image tampering detection

A Asaad, S Jassim - Digital Forensics and Watermarking: 16th International …, 2017 - Springer
This paper introduces a topological approach to detection of image tampering for forensics
purposes. This is based on the emerging Topological Data Analysis (TDA) concept of …

A fractal dimension for measures via persistent homology

H Adams, M Aminian, E Farnell, M Kirby, J Mirth… - … Data Analysis: The Abel …, 2020 - Springer
We use persistent homology in order to define a family of fractal dimensions, denoted dim
PH i (μ)\dim _ PH^ i (μ) for each homological dimension i≥ 0, assigned to a probability …

Persistent Homology and Persistent Cohomology: A Review

BA Okediji - Earthline Journal of Mathematical Sciences, 2024 - earthlinepublishers.com
Persistent homology is an important tool in non-linear data reduction. Its sister theory,
persistent cohomology, has attracted less attention in the past years eventhough it has many …

A topology-based descriptor for 3D point cloud modeling: Theory and experiments

WJ Beksi, N Papanikolopoulos - Image and Vision Computing, 2019 - Elsevier
This paper presents a topology-based global descriptor that allows for efficient 3D point
cloud processing tasks associated with the analysis of shapes. The descriptor is called the …

Can neural networks learn persistent homology features?

G Montúfar, N Otter, Y Wang - arxiv preprint arxiv:2011.14688, 2020 - arxiv.org
Topological data analysis uses tools from topology--the mathematical area that studies
shapes--to create representations of data. In particular, in persistent homology, one studies …

Discovering the whole by the coarse: A topological paradigm for data analysis

H Krim, T Gentimis… - IEEE Signal Processing …, 2016 - ieeexplore.ieee.org
The increasing interest in big data applications is ushering in a large effort in seeking new,
efficient, and adapted data models to reduce complexity, while preserving maximal intrinsic …

Persistent homology-based gait recognition robust to upper body variations

J Lamar-Leon, R Alonso-Baryolo… - 2016 23rd …, 2016 - ieeexplore.ieee.org
Gait recognition is nowadays an important biometric technique for video surveillance tasks,
due to the advantage of using it at distance. However, when the upper body movements are …

Abandoned object detection using persistent homology

J Lamar Leon, R Alonso Baryolo… - … Congress on Pattern …, 2023 - Springer
The automatic detection of suspicious abandoned objects has become a priority in video
surveillance in the last years. Terrorist attacks, improperly parked vehicles, abandoned drug …

Gait-based carried object detection using persistent homology

J Lamar-Leon, RA Baryolo, E Garcia-Reyes… - Progress in Pattern …, 2014 - Springer
There are surveillance scenarios where it is important to emit an alarm when a person
carrying an object is detected. In order to detect when a person is carrying an object, we …

Topological data analysis to improve exemplar-based inpainting

AK Al-Jaberi, A Asaad, SA Jassim… - … and Applications 2018, 2018 - spiedigitallibrary.org
Image inpainting is the process of filling in the missing region to preserve continuity of its
overall content and semantic. In this paper, we present a novel approach to improve an …