Contextual interaction siamese network for few-shot hyperspectral image classification
In recent years, Convolutional Neural Networks (CNNs) and Vision Transformers (ViTs) have achieved significant progress in Hyperspectral Image (HSI) classification.
Qinhan Zhang +6 more
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DEEP LEARNING FOR OFFLINE SIGNATURE VERIFICATION: A NOVEL MULTI-CHANNEL FEATURE FUSION NETWORK
This paper addresses the critical challenge of offline signature verification, a task crucial for authenticating documents and identities. Existing deep learning approaches, primarily deep metric learning with Siamese networks and two-channel ...
Anuradha Kasangottuwar, Harshal Hemane
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Explainable Image Similarity: Integrating Siamese Networks and Grad-CAM. [PDF]
Livieris IE +3 more
europepmc +1 more source
Self-supervised representation learning using feature pyramid siamese networks for colorectal polyp detection. [PDF]
Gan T +5 more
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Enhancing Feature Detection and Matching in Low-Pixel-Resolution Hyperspectral Images Using 3D Convolution-Based Siamese Networks. [PDF]
Perera CJ, Premachandra C, Kawanaka H.
europepmc +1 more source
Automated mapping of electronic data capture fields to SDTM.
ObjectiveThe goal of this work is to reduce the amount of manual work required to go from data capture to regulatory submission. It will be shown that the use of Siamese networks will allow for the generation of embeddings that can be used by traditional
Eric Yang, Laura Katz, Sushila Shenoy
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SGAT: Shuffle and graph attention based Siamese networks for visual tracking. [PDF]
Wang J +4 more
europepmc +1 more source
PSNSleep: a self-supervised learning method for sleep staging based on Siamese networks with only positive sample pairs. [PDF]
You Y, Chang S, Yang Z, Sun Q.
europepmc +1 more source
Few-shot pneumonia detection using Siamese networks and transfer learning on chest X-ray images
Pneumonia remains a leading cause of mortality among children under five years of age, accounting for approximately 1.6 million deaths annually. Early detection is critical for reducing child mortality; however, traditional diagnostic methods rely on ...
Atukunda Doreen +2 more
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SiamDCFF: Dynamic Cascade Feature Fusion for Vision Tracking
Establishing an accurate and robust feature fusion mechanism is key to enhancing the tracking performance of single-object trackers based on a Siamese network.
Jinbo Lu, Na Wu, Shuo Hu
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