207 citations · 410 across the 15 of their papers we have counts for
3 papers · 2 filters
More Synergy, Less Redundancy: Exploiting Joint Mutual Information for Self-Supervised Learning
Salman Mohamadi, Gianfranco Doretto, Donald A. Adjeroh
Self-supervised learning (SSL) is now a serious competitor for supervised learning, even though it does not require data annotation. Several baselines have attempted to make SSL mo…
A Robust Likelihood Model for Novelty Detection
Ranya Almohsen, Shivang Patel, Donald A. Adjeroh +1
Current approaches to novelty or anomaly detection are based on deep neural networks. Despite their effectiveness, neural networks are also vulnerable to imperceptible deformations…
Self-supervised Interest Point Detection and Description for Fisheye and Perspective Images
Marcela Mera-Trujillo, Shivang Patel, Yu Gu +1
Keypoint detection and matching is a fundamental task in many computer vision problems, from shape reconstruction, to structure from motion, to AR/VR applications and robotics. It…