Works (1)
Updated: April 5th, 2024 15:50
2022 article
REFINING SELF-SUPERVISED LEARNING IN IMAGING: BEYOND LINEAR METRIC
2022 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, ICIP, pp. 76–80.
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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Added: October 23, 2023