1 code implementation • 27 Jul 2023 • Aristo Renaldo Ruslim, Novanto Yudistira, Budi Darma Setiawan
Therefore, we propose the Gated Self-Supervised Learning method to improve image classification which use more than one transformation as pretext task and uses the Mixture of Expert architecture as a gating network in combining each pretext task so that the model automatically can study and focus more on the most useful augmentations for classification.
no code implementations • 14 Jan 2023 • Erland Hilman Fuadi, Aristo Renaldo Ruslim, Putu Wahyu Kusuma Wardhana, Novanto Yudistira
In past research on self-supervised learning for image classification, the use of rotation as an augmentation has been common.