Design, analysis, and engineering of video monitoring systems: An approach and a case study

M Greiffenhagen, D Comaniciu… - Proceedings of the …, 2001 - ieeexplore.ieee.org
Rapid improvement in computing power, cheap sensing, and more flexible algorithms are
facilitating increased development of real-time video surveillance and monitoring systems …

From black box to clear box: A hypothesis testing framework for scalar regression problems using deep artificial neural networks

W Messner - Applied Soft Computing, 2023 - Elsevier
Despite the impressive predictive performance exhibited by deep learning across various
domains, its application in research models within the social and behavioral sciences has …

[图书][B] Empirical evaluation techniques in computer vision

K Bowyer, PJ Phillips - 1998 - dl.acm.org
From the Publisher: Empirical Evaluation Techniques in Computer Vision presents methods
that allow comparative assessment of algorithms and the accompanying benefits: places …

Performance characterization in computer vision: A guide to best practices

NA Thacker, AF Clark, JL Barron, JR Beveridge… - Computer vision and …, 2008 - Elsevier
It is frequently remarked that designers of computer vision algorithms and systems cannot
reliably predict how algorithms will respond to new problems. A variety of reasons have …

Performance assessment of feature detection algorithms: A methodology and case study on corner detectors

PI Rockett - IEEE transactions on image processing, 2003 - ieeexplore.ieee.org
We describe a generic methodology for evaluating the labeling performance of feature
detectors. We describe a method for generating a test set and apply the methodology to the …

[图书][B] Uncertain projective geometry: statistical reasoning for polyhedral object reconstruction

S Heuel - 2004 - books.google.com
Algebraic projective geometry, with its multilinear relations and its embedding into
Grassmann-Cayley algebra, has become the basic representation of multiple view …

Automated performance evaluation of range image segmentation algorithms

J Min, M Powell, KW Bowyer - IEEE Transactions on Systems …, 2004 - ieeexplore.ieee.org
Previous performance evaluation of range image segmentation algorithms has depended
on manual tuning of algorithm parameters, and has lacked a basis for a test of the …

Gradient-based wang-landau algorithm: A novel sampler for output distribution of neural networks over the input space

W Liu, YZ You, YW Li, J Shang - International Conference on …, 2023 - proceedings.mlr.press
The output distribution of a neural network (NN) over the entire input space captures the
complete input-output mapping relationship, offering in-sights toward a more comprehensive …

[PDF][PDF] Performance characterisation in computer vision: The role of statistics in testing and design

P Courtney, NA Thacker - Imaging and Vision Systems: Theory …, 2001 - peipa.essex.ac.uk
We consider the relationship between the performance characteristics of vision algorithms
and algorithm design. In the first part we discuss the issues involved in testing. A description …

The systematic design and analysis cycle of a vision system: A case study in video surveillance

M Greiffenhagen, V Ramesh… - Proceedings of the 2001 …, 2001 - ieeexplore.ieee.org
As computer vision systems are increasingly developed and tested in the real-world, there is
a significant need to formalize the process of system design and analysis so that engineers …