Search Results for author: Gousia Habib

Found 5 papers, 0 papers with code

Exploring the Efficacy of Group-Normalization in Deep Learning Models for Alzheimer's Disease Classification

no code implementations1 Apr 2024 Gousia Habib, Ishfaq Ahmed Malik, Jameel Ahmad, Imtiaz Ahmed, Shaima Qureshi

Group Normalization computations are accurate across a wide range of batch sizes and are independent of batch size.

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

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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