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cs.CV2025
Beyond Augmentation: Leveraging Inter-Instance Relation in Self-Supervised Representation Learning
Ali Javidani, Babak Nadjar Araabi, Mohammad Amin Sadeghi
This paper introduces a novel approach that integrates graph theory into self-supervised representation learning. Traditional methods focus on intra-instance variations generated b…
cs.CV2024
Patch-Wise Self-Supervised Visual Representation Learning: A Fine-Grained Approach
Ali Javidani, Mohammad Amin Sadeghi, Babak Nadjar Araabi
Self-supervised visual representation learning traditionally focuses on image-level instance discrimination. Our study introduces an innovative, fine-grained dimension by integrati…