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researcher

M. Astrid

12 papers hereh-index 141.2k citations30 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author5
  • middle author7

Across the 12 of 12 papers where every author was matched, so the position is known.

fields
  • cs.CV10
  • cs.LG2

identity via Semantic Scholar / OpenAlex

activity
20172023
most citedPseudoBound: Limiting the anomaly reconstruction capability of one-class classifiers using pseudo anomalies

29 citations · 50 across the 6 of their papers we have counts for

collaborators
Showing 2020 · cs.CVShow all

2 papers · 2 filters

cs.CV2020

CLAWS: Clustering Assisted Weakly Supervised Learning with Normalcy Suppression for Anomalous Event Detection

Muhammad Zaigham Zaheer, Arif Mahmood, Marcella Astrid +1

Learning to detect real-world anomalous events through video-level labels is a challenging task due to the rare occurrence of anomalies as well as noise in the labels. In this work…

cs.CV2020

Old is Gold: Redefining the Adversarially Learned One-Class Classifier Training Paradigm

Muhammad Zaigham Zaheer, Jin-ha Lee, Marcella Astrid +1

A popular method for anomaly detection is to use the generator of an adversarial network to formulate anomaly scores over reconstruction loss of input. Due to the rare occurrence o…

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