Marcella Astrid
4 papers · 2020–2025 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Academic Marathon · Sprint
🌉
Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(11)
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Hot Topic Early Bird
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Research topics
Keywords
multi-task learning
(2)
anomaly detection
(2)
deepfake detection
(2)
attention mechanism
(1)
video anomaly detection
(1)
spatio-temporal modeling
(1)
video analysis
(1)
novelty detection
(1)
artifact detection
(1)
generative model
(1)
spatio-temporal learning
(1)
generative adversarial network
(1)
reconstruction loss
(1)
one-class classification
(1)
feature pyramid
(1)
adversarial learning
(1)
artifact attention
(1)
domain generalization
(1)
video synthesis
(1)
Papers
Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection
ICCV 2025
LAA-Net: Localized Artifact Attention Network for Quality-Agnostic and Generalizable Deepfake Detection
CVPR 2024
CLAWS: Clustering Assisted Weakly Supervised Learning with Normalcy Suppression for Anomalous Event Detection
ECCV 2020
Old Is Gold: Redefining the Adversarially Learned One-Class Classifier Training Paradigm
CVPR 2020