Sentence examples for lightweight deep from inspiring English sources
To train this lightweight deep network without compromising its efficiency, a new training method of progressive positive and hard negative sample mining is introduced and shown to drastically improve training speed and accuracy.
Moreover, compared to the expensive deep architecture (VGG16) that the state-of-the-art methods preferred, our approach, which is built upon more lightweight deep architecture (AlexNet), performs slightly better.
In this paper, a lightweight deep Convolutional Neural Network (CNN) is introduced for the purpose of face detection, designed with a view to minimize training and testing time, and outperforms previously published deep convolutional networks in this task, in terms of both effectiveness and efficiency.
To address this limitation, we propose a lightweight deep-learning framework for finger vein verification.
The conservatism of the strut-and-tie models specified in ACI 318-08 and EC 2 decreased with the decrease of maximum aggregate size, and was less in lightweight concrete deep beams than in normal weight concrete deep beams.
The beam load capacity increased with the increase of maximum aggregate size, though the aggregate interlock contribution to the load capacity of lightweight concrete deep beams was less than that of normal weight concrete deep beams.
Aluminum pans are too lightweight for deep frying and will change the color and flavor of acidic foods in stir-fries.
There are very few, if any, available experimental investigations on aggregate interlock capacity along diagonal cracks in lightweight concrete deep beams.
As a result, the shear design provisions including the modification factor of ACI 318-08 and EC 2 for lightweight concrete continuous deep beams are generally developed and validated using normal weight simple deep beam specimens.
Here was a chance to prove that he was no artistic lightweight, but a deep thinker in the heroic tradition of Michelangelo and Raphael.
Both fighters need to win impressively to turn heads in a deep lightweight division.
