no code implementations • 1 Apr 2024 • Sheikh Musa Kaleem, Tufail Rouf, Gousia Habib, Tausifa Jan Saleem, Brejesh lall
Deep learning techniques have been demonstrated to surpass preceding cutting-edge machine learning techniques in recent years, with computer vision being one of the most prominent examples.
no code implementations • 22 Mar 2024 • Tausifa Jan Saleem, Ramanjit Ahuja, Surendra Prasad, Brejesh lall
Lottery ticket hypothesis for deep neural networks emphasizes the importance of initialization used to re-train the sparser networks obtained using the iterative magnitude pruning process.
no code implementations • 30 Sep 2023 • Gousia Habib, Tausifa Jan Saleem, Brejesh lall
With the rapid development of computer vision, Vision Transformers (ViTs) offer the tantalizing prospect of unified information processing across visual and textual domains.
no code implementations • 4 Feb 2023 • Gousia Habib, Tausifa Jan Saleem, Brejesh lall
A number of model compression methods have been proposed in the literature such as weight quantization, weight multiplexing, pruning and Knowledge Distillation (KD).