no code implementations • 6 Jan 2024 • Haihang Wu, Wei Wang, Tamasha Malepathirana, Damith Senanayake, Denny Oetomo, Saman Halgamuge
Neural growth is the process of growing a small neural network to a large network and has been utilized to accelerate the training of deep neural networks.
1 code implementation • 18 Aug 2023 • Tamasha Malepathirana, Damith Senanayake, Saman Halgamuge
However, due to the lack of old data, NECIL methods struggle to discriminate between old and new classes causing their feature representations to overlap.
Incremental Learning Non-exemplar-based Class Incremental Learning +1
2 code implementations • 11 May 2023 • Sanjay Saha, Rashindrie Perera, Sachith Seneviratne, Tamasha Malepathirana, Sanka Rasnayaka, Deshani Geethika, Terence Sim, Saman Halgamuge
This paradigm has been under-explored by the current deepfake detection methods in the academic literature.
1 code implementation • ICCV 2023 • Tamasha Malepathirana, Damith Senanayake, Saman Halgamuge
However, due to the lack of old data, NECIL methods struggle to discriminate between old and new classes causing their feature representations to overlap.
Incremental Learning Non-exemplar-based Class Incremental Learning +1