Search Results for author: Mhd Hasan Sarhan

Found 4 papers, 2 papers with code

Fairness by Learning Orthogonal Disentangled Representations

1 code implementation ECCV 2020 Mhd Hasan Sarhan, Nassir Navab, Abouzar Eslami, Shadi Albarqouni

We explicitly enforce the meaningful representation to be agnostic to sensitive information by entropy maximization.

Disentanglement Fairness

Deep Attention Based Semi-Supervised 2D-Pose Estimation for Surgical Instruments

1 code implementation10 Dec 2019 Mert Kayhan, Okan Köpüklü, Mhd Hasan Sarhan, Mehmet Yigitsoy, Abouzar Eslami, Gerhard Rigoll

To this end, a lightweight network architecture is introduced and mean teacher, virtual adversarial training and pseudo-labeling algorithms are evaluated on 2D-pose estimation for surgical instruments.

2D Pose Estimation Deep Attention +1

Multi-scale Microaneurysms Segmentation Using Embedding Triplet Loss

no code implementations18 Apr 2019 Mhd Hasan Sarhan, Shadi Albarqouni, Mehmet Yigitsoy, Nassir Navab, Abouzar Eslami

To enhance the discriminative power of the classification model, we incorporate triplet embedding loss with a selective sampling routine.

Classification Diabetic Retinopathy Detection +2

Learning Interpretable Disentangled Representations using Adversarial VAEs

no code implementations17 Apr 2019 Mhd Hasan Sarhan, Abouzar Eslami, Nassir Navab, Shadi Albarqouni

Learning Interpretable representation in medical applications is becoming essential for adopting data-driven models into clinical practice.

Clustering Disentanglement +1

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