168 citations · 222 across the 12 of their papers we have counts for
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cs.CV2023
Knowledge Distillation Layer that Lets the Student Decide
Ada Gorgun, Yeti Z. Gurbuz, A. Aydin Alatan
Typical technique in knowledge distillation (KD) is regularizing the learning of a limited capacity model (student) by pushing its responses to match a powerful model's (teacher).…
cs.LG2023
Generalizable Embeddings with Cross-batch Metric Learning
Yeti Z. Gurbuz, A. Aydin Alatan
Global average pooling (GAP) is a popular component in deep metric learning (DML) for aggregating features. Its effectiveness is often attributed to treating each feature vector as…
eess.IV2023
MAEVI: Motion Aware Event-Based Video Frame Interpolation
Ahmet Akman, Onur Selim Kılıç, A. Aydın Alatan
Utilization of event-based cameras is expected to improve the visual quality of video frame interpolation solutions. We introduce a learning-based method to exploit moving region b…