A survey on cancer detection via convolutional neural networks: Current challenges and future directions

P Sharma, DR Nayak, BK Balabantaray, M Tanveer… - Neural Networks, 2024 - Elsevier
Cancer is a condition in which abnormal cells uncontrollably split and damage the body
tissues. Hence, detecting cancer at an early stage is highly essential. Currently, medical …

Ds-transunet: Dual swin transformer u-net for medical image segmentation

A Lin, B Chen, J Xu, Z Zhang, G Lu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Automatic medical image segmentation has made great progress owing to powerful deep
representation learning. Inspired by the success of self-attention mechanism in transformer …

Deep learning techniques for hand vein biometrics: A comprehensive review

M Hemis, H Kheddar, S Bourouis, N Saleem - Information Fusion, 2024 - Elsevier
Biometric authentication has garnered significant attention as a secure and efficient method
of identity verification. Among the various modalities, hand vein biometrics, including finger …

CA-Net: A novel cascaded attention-based network for multi-stage glaucoma classification using fundus images

D Das, DR Nayak, RB Pachori - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Glaucoma is a common eye disease that causes optic nerve damage due to high intraocular
pressure and eventually results in partial or permanent blindness if not detected timely …

FVT: Finger vein transformer for authentication

J Huang, W Luo, W Yang, A Zheng… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
In recent years, deep learning-based finger vein (FV) authentication has attracted the
attention of biometric researchers and achieved breakthrough results. Previously …

FVFSNet: Frequency-spatial coupling network for finger vein authentication

J Huang, A Zheng, MS Shakeel… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Finger vein biometrics is becoming an important source of human authentication due to its
advantages in terms of liveness detection, high security, and user convenience. Although …

Vision transformers for vein biometric recognition

R Garcia-Martin, R Sanchez-Reillo - IEEE Access, 2023 - ieeexplore.ieee.org
In October 2020, Google researchers present a promising Deep Learning architecture
paradigm for Computer Vision that outperforms the already standard Convolutional Neural …

Label enhancement-based multiscale transformer for palm-vein recognition

H Qin, C Gong, Y Li, X Gao… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Vein biometrics is a high-security and privacy-preserving identification technology that has
received increasing attentions. Although deep neural networks (DNNs), such as …

Transformer based defense GAN against palm-vein adversarial attacks

Y Li, S Ruan, H Qin, S Deng… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Vein biometrics is a high security and privacy preserving identification technology that has
attracted increasing attention over the last decade. Deep neural networks (DNNs), such as …

Adversarial learning-based data augmentation for palm-vein identification

H Qin, H Xi, Y Li, MA El-Yacoubi… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Palm-vein identification is a highly secure pattern biometrics that has become an active
research area in recent years. Despite the recent progress in deep neural networks (DNNs) …