Contrastive hashing with vision transformer for image retrieval
Sign Up to like & getrecommendations! Published in 2022 at "International Journal of Intelligent Systems"
DOI: 10.1002/int.23082
Abstract: Hashing techniques have attracted considerable attention owing to their advantages of efficient computation and economical storage. However, it is still a challenging problem to generate more compact binary codes for promising performance. In this paper,… read more here.
Keywords: vision transformer; loss; hash; image ... See more keywords
A VGG attention vision transformer network for benign and malignant classification of breast ultrasound images.
Sign Up to like & getrecommendations! Published in 2022 at "Medical physics"
DOI: 10.1002/mp.15852
Abstract: PURPOSE Breast cancer is the most commonly occurring cancer worldwide. The ultrasound reflectivity imaging technique can be used to obtain breast ultrasound (BUS) images, which can be used to classify benign and malignant tumors. However,… read more here.
Keywords: network; vision transformer; classification; vit ... See more keywords
Vision transformer assisting rheumatologists in screening for capillaroscopy changes in systemic sclerosis: an artificial intelligence model.
Sign Up to like & getrecommendations! Published in 2022 at "Rheumatology"
DOI: 10.1093/rheumatology/keac541
Abstract: OBJECTIVES The first objective of this study was to implement and assess the performance and reliability of a vision transformer (ViT)-based deep-learning model, an 'off-the-shelf' artificial intelligence solution, for identifying distinct signs of microangiopathy in… read more here.
Keywords: systemic sclerosis; vision transformer; vit; artificial intelligence ... See more keywords
MStrans: Multiscale Vision Transformer for Aerial Objects Detection
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3190415
Abstract: Detecting objects in aerial images is a challenging task due to the large-scale variations and arbitrary orientations with tiny instances. A new multi-scale transformer-based aerial objects detector called MStrans is proposed in this paper to… read more here.
Keywords: multiscale vision; vision transformer; detection; aerial objects ... See more keywords
A Lip Reading Method Based on 3D Convolutional Vision Transformer
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DOI: 10.1109/access.2022.3193231
Abstract: Lip reading has received increasing attention in recent years. It judges the content of speech based on the movement of the speaker’s lips. The rapid development of deep learning has promoted progress in lip reading.… read more here.
Keywords: reading method; lip reading; vision transformer; lip ... See more keywords
ShapeFormer: A Shape-Enhanced Vision Transformer Model for Optical Remote Sensing Image Landslide Detection
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing"
DOI: 10.1109/jstars.2023.3253769
Abstract: Landslides pose a serious threat to human life, safety, and natural resources. Remote sensing images can be used to effectively monitor landslides at a large scale, which is of great significance for pre-disaster warning and… read more here.
Keywords: vision transformer; remote sensing; landslide detection; model ... See more keywords
MITformer: A Multiinstance Vision Transformer for Remote Sensing Scene Classification
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Geoscience and Remote Sensing Letters"
DOI: 10.1109/lgrs.2022.3176499
Abstract: The latest vision transformer (ViT) has stronger contextual feature representation capability than the existing convolutional neural networks and thus has the potential to depict the remote sensing scenes, which usually have more complicated object distribution… read more here.
Keywords: vit; remote sensing; vision transformer; mitformer ... See more keywords
Toward Human-Centered Automated Driving: A Novel Spatiotemporal Vision Transformer-Enabled Head Tracker
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Vehicular Technology Magazine"
DOI: 10.1109/mvt.2021.3140047
Abstract: Accurate dynamic driver head pose tracking is of great importance for driver–automotive collaboration, intelligent copilot, head-up display (HUD), and other human-centered automated driving applications. To further advance this technology, this article proposes a low-cost and… read more here.
Keywords: vision transformer; head; human centered; head pose ... See more keywords
Vision Transformer: An Excellent Teacher for Guiding Small Networks in Remote Sensing Image Scene Classification
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Geoscience and Remote Sensing"
DOI: 10.1109/tgrs.2022.3152566
Abstract: Scene classification is an active research topic in the remote sensing community, and complex spatial layouts with various types of objects bring huge challenges to classification. Convolutional neural network (CNN)-based methods attempt to explore the… read more here.
Keywords: scene classification; vision transformer; classification; remote sensing ... See more keywords
Vision Transformer for Pansharpening
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DOI: 10.1109/tgrs.2022.3168465
Abstract: Pansharpening is a fundamental and hot-spot research topic in remote sensing image fusion. In recent years, self-attention-based transformer has attracted considerable attention in natural language processing (NLP) and introduced to attend to computer vision (CV)… read more here.
Keywords: transformer pansharpening; vision transformer; attention; transformer ... See more keywords
Convolution-Embedded Vision Transformer With Elastic Positional Encoding for Pansharpening
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Geoscience and Remote Sensing"
DOI: 10.1109/tgrs.2022.3227405
Abstract: Transformer, especially vision transformer (ViT), is attracting increasing attention in various computer vision (CV) tasks. However, two urgent problems exist for the ViT: 1) owing to its attending to an image in the patch level,… read more here.
Keywords: positional encoding; vision transformer; elastic positional; vit ... See more keywords