Denoising Diffusion Probabilistic Model for Retinal Image Generation and Segmentation

1 code implementation • 16 Aug 2023 • Alnur Alimanov, Md Baharul Islam

We developed a Retinal Trees (ReTree) dataset consisting of retinal images, corresponding vessel trees, and a segmentation network based on DDPM trained with images from the ReTree dataset.

Denoising Image Generation +1

Saliency-aware Stereoscopic Video Retargeting

1 code implementation • 18 Apr 2023 • Hassan Imani, Md Baharul Islam, Lai-Kuan Wong

We use 1D convolution for shifting the salient objects and design a stereo video Transformer to assist the retargeting process.

Retinal Image Restoration using Transformer and Cycle-Consistent Generative Adversarial Network

1 code implementation • 3 Mar 2023 • Alnur Alimanov, Md Baharul Islam

It consists of two generators that translate images from one domain to another (e. g., low- to high-quality and vice versa), playing an adversarial game with two discriminators.

Decoder Generative Adversarial Network +3

HiMFR: A Hybrid Masked Face Recognition Through Face Inpainting

1 code implementation • 19 Sep 2022 • Md Imran Hosen, Md Baharul Islam

Inspired by the recent image inpainting methods, we propose an end-to-end hybrid masked face recognition system, namely HiMFR, consisting of three significant parts: masked face detector, face inpainting, and face recognition.

Face Recognition Facial Inpainting +1

Masked Face Inpainting Through Residual Attention UNet

1 code implementation • 19 Sep 2022 • Md Imran Hosen, Md Baharul Islam

Realistic image restoration with high texture areas such as removing face masks is challenging.

Facial Inpainting Image Restoration

Retinal Image Restoration and Vessel Segmentation using Modified Cycle-CBAM and CBAM-UNet

2 code implementations • 9 Sep 2022 • Alnur Alimanov, Md Baharul Islam

The retinal vessel segmentation performance was compared with the ground-truth fundus images.

Generative Adversarial Network Image Restoration +3

A New Dataset and Transformer for Stereoscopic Video Super-Resolution

1 code implementation • 21 Apr 2022 • Hassan Imani, Md Baharul Islam, Lai-Kuan Wong

Due to the lack of a benchmark dataset suitable for the SVSR task, we collected a new stereoscopic video dataset, SVSR-Set, containing 71 full high-definition (HD) stereo videos captured using a professional stereo camera.

Image Super-Resolution Optical Flow Estimation +1

An Efficient End-to-End Deep Neural Network for Interstitial Lung Disease Recognition and Classification

no code implementations • 21 Apr 2022 • Masum Shah Junayed, Afsana Ahsan Jeny, Md Baharul Islam, Ikhtiar Ahmed, A F M Shahen Shah

For ILDs pattern classification, the proposed approach achieved the accuracy scores of 99. 09% and the average F score of 97. 9%, outperforming three pre-trained CNNs.

HiMODE: A Hybrid Monocular Omnidirectional Depth Estimation Model

no code implementations • 11 Apr 2022 • Masum Shah Junayed, Arezoo Sadeghzadeh, Md Baharul Islam, Lai-Kuan Wong, Tarkan Aydin

Extensive experiments conducted on three datasets; Stanford3D, Matterport3D, and SunCG, demonstrate that HiMODE can achieve state-of-the-art performance for 360{\deg} monocular depth estimation.

Decoder Monocular Depth Estimation