Siamese Networks for Clinically Relevant Bacteria Classification Based on Raman Spectroscopy [PDF]
MoleculesIdentifying bacterial strains is essential in microbiology for various practical applications, such as disease diagnosis and quality monitoring of food and water.
Jhonatan Contreras +3 more
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Siamese Networks-Based People Tracking Using Template Update for 360-Degree Videos Using EAC Format [PDF]
Sensors, 2021 Rich information is provided by 360-degree videos. However, non-uniform geometric deformation caused by sphere-to-plane projection significantly decreases tracking accuracy of existing trackers, and the huge amount of data makes it difficult to achieve ...
Kuan-Chen Tai, Chih-Wei Tang
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Siamese neural networks in recommendation
Neural Computing and Applications, 2023 AbstractRecommender systems are widely adopted as an increasing research and development area, since they provide users with diverse and useful information tailored to their needs. Several strategies have been proposed, and in most of them some concept of similarity is used as a core part of the approach, either between items or between users.
Alejandro Bellogín +2 more
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Class-balanced siamese neural networks [PDF]
Neurocomputing, 2018 Original siamese neural network objective function.Polar sine-based angular reformulation for cosine dissimilarity learning.Application on a multimodal human action dataset.New evaluations of 3 siamese neural networks using input data pairs, triplets and tuples.Projection space analysis and computation complexity.
Christophe Garcia, Gregoire Lefebvre
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Integrating Egocentric and Robotic Vision for Object Identification Using Siamese Networks and Superquadric Estimations in Partial Occlusion Scenarios [PDF]
BiomimeticsThis paper introduces a novel method that enables robots to identify objects based on user gaze, tracked via eye-tracking glasses. This is achieved without prior knowledge of the objects’ categories or their locations and without external markers.
Elisabeth Menendez +3 more
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PSNSleep: a self-supervised learning method for sleep staging based on Siamese networks with only positive sample pairs [PDF]
Frontiers in Neuroscience, 2023 Yuyang You, Zhihong Yang
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Explainable Image Similarity: Integrating Siamese Networks and Grad-CAM [PDF]
Journal of Imaging, 2023 Panagiotis Pintelas +2 more
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Closing the Performance Gap between Siamese Networks for Dissimilarity Image Classification and Convolutional Neural Networks [PDF]
Sensors, 2021 Sheryl Brahnam +2 more
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Summarization of Spanish Talk Shows with Siamese Hierarchical Attention Networks
Applied Sciences, 2019 In this paper, we present an approach to Spanish talk shows summarization. Our approach is based on the use of Siamese Neural Networks on the transcription of the show audios.
J.-A. González +4 more
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MASNET: IMPROVE PERFORMANCE OF SIAMESE NETWORKS WITH MUTUAL-ATTENTION FOR REMOTE SENSING CHANGE DETECTION TASKS [PDF]
ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2022 Siamese networks are widely used for remote sensing change detection tasks. A vanilla siamese network has two identical feature extraction branches which share weights, these two branches work independently and the feature maps are not fused until about ...
H. Zhou +6 more
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