Search Results for author: Tausifa Jan Saleem

Found 4 papers, 0 papers with code

A Comprehensive Review of Knowledge Distillation in Computer Vision

no code implementations1 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.

Knowledge Distillation

Insights into the Lottery Ticket Hypothesis and Iterative Magnitude Pruning

no code implementations22 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.

Distilling Inductive Bias: Knowledge Distillation Beyond Model Compression

no code implementations30 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.

Inductive Bias Knowledge Distillation +1

Knowledge Distillation in Vision Transformers: A Critical Review

no code implementations4 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).

Image Classification Knowledge Distillation +5

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