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"AdaptorNAS: A New Perturbation-based Neural Architecture Search for Hy" by Sui Paul Ang, Son Lam Phung et al.

Hyperspectral image segmentation is an emerging area with numerous applications, including agriculture, forestry, environment monitoring, and remote sensing. This paper proposes a new neural architecture search algorithm, named AdaptorNAS, for hyperspectral image segmentation. AdaptorNAS aims to design the optimum decoder for any given encoder. In our approach, the search space of AdaptorNAS is a large deep neural network (DNN), and the optimal decoder is derived by pruning the large DNN via a perturbation-based pruning strategy. Verified on three popular encoders, i.e., ResNet-34, MobileNet-V2, and EfficientNet-B2, AdaptorNAS can design high-speed decoders that are significantly better than six common hand-crafted decoders. Additionally, with the EfficientNet-B2 encoder, AdaptorNAS (mIoU of 92.47% and mDice of 95.15%) outperforms the state-of-the-art NAS algorithms and hand-crafted network architectures on the hyperspectral image segmentation task. We also introduce a new hyperspectra ....

Biosecurity Scanning , Computer Architecture , Deep Learning , Feature Extraction , Yperspectral Image Segmentation , Hyperspectral Imaging , Image Segmentation , Neural Architecture Search , Erturbation Based Search , Semantic Segmentation ,

Qualcomm's Snapdragon powers Samsung's new Galaxy lineup globally

Chip maker Qualcomm announced that its flagship Snapdragon 8 Gen 2 Mobile Platform for Galaxy is powering. ....

Alex Katouzian , Samsung Electronics , Galaxyz Flip , Galaxyz Fold , Qualcomm Technologies , Semantic Segmentation , Qualcomm S , Samsung S ,

Snapdragon Powers Samsung's New Galaxy Lineup Globally – Hartware

Snapdragon Powers Samsung's New Galaxy Lineup Globally – Hartware
hartware.de - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from hartware.de Daily Mail and Mail on Sunday newspapers.

Vulkan Apis , Qualcomm Technologie , Alex Katouzian , Qualcomm Technologies Inc , Samsung Electronics , Samsung Electronics Co Ltd , Qualcomm Technologies , Samsung Galaxyz Fold , Galaxyz Flip , Galaxyz Fold , Sensing Hub , Semantic Segmentation , Gigabit Connectivity , Samsung Galaxy ,

Qualcomms Snapdragon powers Samsungs new Galaxy lineup globally

Qualcomms Snapdragon powers Samsungs new Galaxy lineup globally
newkerala.com - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from newkerala.com Daily Mail and Mail on Sunday newspapers.

New Delhi , United States , Alex Katouzian , Washington Post , Samsung Electronics , Qualcomms Snapdragon , Galaxyz Flip , Galaxyz Fold , Qualcomm Technologies , Semantic Segmentation ,

Snapdragon Powers Samsung's New Galaxy Lineup Globally

Snapdragon Powers Samsung's New Galaxy Lineup Globally
iconnect007.com - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from iconnect007.com Daily Mail and Mail on Sunday newspapers.

Vulkan Apis , Qualcomm Technologie , Alex Katouzian , Samsung Electronics Co Ltd , Qualcomm Technologies Inc , Samsung Electronics , Samsung Galaxyz Fold , Galaxyz Flip , Galaxyz Fold , Qualcomm Technologies , Sensing Hub , Semantic Segmentation , Gigabit Connectivity , Samsung Galaxy , Mobile Connectivity Subsystem ,