Indexing of the CNN features for the large scale image search
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DOI: 10.1007/s11042-018-6210-3
Abstract: The convolutional neural network (CNN) features can give good description of image content, which usually represent an image with a single feature vector. Although CNN features are more compact than local descriptors, they still cannot… read more here.
Keywords: large scale; cnn features; image; search ... See more keywords
Exploiting the complementary strengths of multi-layer CNN features for image retrieval
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DOI: 10.1016/j.neucom.2016.12.002
Abstract: Deep convolutional neural networks have demonstrated breakthrough accuracies for image classification. A series of feature extractors learned from CNN have been used in other computer vision tasks. However, CNN features of different layers aim to… read more here.
Keywords: cnn features; image; information; retrieval ... See more keywords
An Adaptive Multi-Features Aware Correlation Filter for Visual Tracking
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DOI: 10.1109/access.2019.2942047
Abstract: In recent years, correlation filter (CF) based tracking methods have attracted more attention due to its low computational complexity and excellent performance. Most CF based tracking methods adopt CNN features of multiple layers to train… read more here.
Keywords: correlation filter; multi features; adaptive multi; features aware ... See more keywords
Feature Aggregation Networks Based on Dual Attention Capsules for Visual Object Tracking
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DOI: 10.1109/tcsvt.2021.3063001
Abstract: Tracking-by-detection algorithms have considerably enhanced tracking performance with the introduction of recent convolutional neural networks (CNNs). However, most trackers directly exploit standard scalar-output CNN features, which may not capture enough feature encoding information, instead of… read more here.
Keywords: attention; feature; cnn features; feature aggregation ... See more keywords
AI Techniques of Dermoscopy Image Analysis for the Early Detection of Skin Lesions Based on Combined CNN Features
Sign Up to like & getrecommendations! Published in 2023 at "Diagnostics"
DOI: 10.3390/diagnostics13071314
Abstract: Melanoma is one of the deadliest types of skin cancer that leads to death if not diagnosed early. Many skin lesions are similar in the early stages, which causes an inaccurate diagnosis. Accurate diagnosis of… read more here.
Keywords: skin; methodology; cnn models; cnn features ... See more keywords