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Diagnosing Error in Object Detectors

Published on Nov 12, 20125014 Views

Derek Hoiem

This paper shows how to analyze the influences of object characteristics on detection performance and the frequency and impact of different types of false positives. In particular, we examine effects

ECCV 2012 - Firenze

Related categories

Object Recognition

Chapter list

Diagnosing Error in Object Detectors00:00
Object detection is a collection of problems (1)00:00
Object detection is a collection of problems (2)00:22
How to evaluate object detectors?00:47
Detectors Analyzed as Examples on VOC 200701:51
Top false positives: Airplane (DPM) (1)02:31
Top false positives: Airplane (DPM) (2)04:22
eccv2012_hoiem_detectors_01_Page_0804:51
Summary of False Positive Analysis05:42
Analysis of object characteristics06:53
Normalized Average Precision07:10
Object characteristics: Aeroplane (1)07:50
Object characteristics: Aeroplane (2)07:57
Object characteristics: Aeroplane (3)08:24
Object characteristics: Aeroplane (4)08:43
Object characteristics: Aeroplane (5)08:51
Summarizing Detector Performance (1)09:10
Summarizing Detector Performance (2)09:41
Summarizing Detector Performance (3)10:07
Summarizing Detector Performance (4)10:31
Summarizing Detector Performance (5)10:47
Conclusions10:53
Thank you!12:12