Derya Cansever

Works (2)

Updated: April 22nd, 2025 10:43

2024 article proceedings

Koopcon: A new approach towards smarter and less complex learning

By: V. Jebraeeli n, B. Jiang n, D. Cansever n & H. Krim n 

author keywords: Condensation; Autoencoder; Optimal Transport; Wasserstein Distance
topics (OpenAlex): Parallel Computing and Optimization Techniques
Sources: Web Of Science, Crossref, NC State University Libraries
Added: March 14, 2025

2022 article

Refining Self-Supervised Learning in Imaging: Beyond Linear Metric

Jiang, B., Krim, H., Wu, T., & Cansever, D. (2022, October 16). 2022 IEEE International Conference on Image Processing (ICIP), pp. 76–80.

By: B. Jiang n, H. Krim n , T. Wu n  & D. Cansever*

author keywords: Self-Supervised learning; Contrastive Learning; Jaccard Index; Non-linearity
topics (OpenAlex): Domain Adaptation and Few-Shot Learning; Remote-Sensing Image Classification; Advanced Image and Video Retrieval Techniques
TL;DR: A new statistical perspective is introduced, exploiting the Jaccard similarity metric, as a measure-based metric to effectively invoke non-linear features in the loss of self-supervised contrastive learning. (via Semantic Scholar)
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Sources: Web Of Science, NC State University Libraries
Added: October 23, 2023

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