Classification of Diabetic Retinopathy Using Unlabeled Data and Knowledge Distillation

no code implementations • 1 Sep 2020 • Sajjad Abbasi, Mohsen Hajabdollahi, Pejman Khadivi, Nader Karimi, Roshanak Roshandel, Shahram Shirani, Shadrokh Samavi

Knowledge distillation addresses some of the shortcomings associated with transfer learning by generalizing a complex model to a lighter model.

Classification General Classification +2

Unlabeled Data Deployment for Classification of Diabetic Retinopathy Images Using Knowledge Transfer

no code implementations • 9 Feb 2020 • Sajjad Abbasi, Mohsen Hajabdollahi, Nader Karimi, Shadrokh Samavi, Shahram Shirani

Knowledge distillation is recently proposed to transfer the knowledge of a model to another one and can be useful to cover the shortcomings of transfer learning.

General Classification Knowledge Distillation +1

Modeling Teacher-Student Techniques in Deep Neural Networks for Knowledge Distillation

no code implementations • 31 Dec 2019 • Sajjad Abbasi, Mohsen Hajabdollahi, Nader Karimi, Shadrokh Samavi

By utilizing the proposed model, different methods in KD are better investigated and explored.

Knowledge Distillation