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Image Search Results
Journal: Sensors (Basel, Switzerland)
Article Title: Real-Time Energy Efficient Hand Pose Estimation: A Case Study
doi: 10.3390/s20102828
Figure Lengend Snippet: The architecture of Convolutional Neural Network (CNN)-based hand pose estimation algorithm. The CNN takes a 128 × 128 input preprocessed image. It consists of 3 convolution layers each followed by an ReLU activation and max pooling. Afterwards, there are 2 fully connected layers with ReLU activation. A third fully connected layer (joint regression layer) regresses 3D joint positions. Conv stands for a convolution layer. Each conv is followed by a ReLU activation. FC denotes a fully connected layer.
Article Snippet: Afterwards, we provided an optimized hardware streaming architecture for the
Techniques: Activation Assay
Journal: Sensors (Basel, Switzerland)
Article Title: Real-Time Energy Efficient Hand Pose Estimation: A Case Study
doi: 10.3390/s20102828
Figure Lengend Snippet: Design process overview; the first box illustrates the software-level design phase, while the other boxes illustrate the hardware related design phase. The first stage is quantization-aware training (QAT) in which we decrease the CNN memory demand as well as the computation time on the hardware. The second stage is hardware streaming architecture (HSA) where the underlying hardware structure is designed for the CNN. In system integration (SI) stage, the programmable logic PL and the processing system PS are brought together and the interface with the memory is configured through the hardware system integration sub-stage. Furthermore, the on-Chip Software is developed for preprocessing and interfacing with the peripherals.
Article Snippet: Afterwards, we provided an optimized hardware streaming architecture for the
Techniques: Software
Journal: Sensors (Basel, Switzerland)
Article Title: Real-Time Energy Efficient Hand Pose Estimation: A Case Study
doi: 10.3390/s20102828
Figure Lengend Snippet: Streaming Architecture. Each CNN layer is mapped into a hardware block, and the hardware blocks are connected to each others via stream channels. The bitwidth of each stream is shown on this figure.
Article Snippet: Afterwards, we provided an optimized hardware streaming architecture for the
Techniques: Blocking Assay
Journal: Sensors (Basel, Switzerland)
Article Title: Real-Time Energy Efficient Hand Pose Estimation: A Case Study
doi: 10.3390/s20102828
Figure Lengend Snippet: Hardware system integration; AXI-Lite interface provides the interconnection between the PS and the PL. DMA module is integrated in the PL. This module is responsible for converting the memory mapped input to AXI stream CNN input, as well as converting the AXI stream CNN output to a memory mapped output.
Article Snippet: Afterwards, we provided an optimized hardware streaming architecture for the
Techniques:
Journal: Applied sciences (Basel, Switzerland)
Article Title: Individualized Stress Mobile Sensing Using Self-Supervised Pre-Training
doi: 10.3390/app132112035
Figure Lengend Snippet: The 1D CNN architecture for the pretext task.
Article Snippet: They demonstrated that the
Techniques:
Journal: Applied sciences (Basel, Switzerland)
Article Title: Individualized Stress Mobile Sensing Using Self-Supervised Pre-Training
doi: 10.3390/app132112035
Figure Lengend Snippet: The 1D CNN architecture for fine-tuning the pre-trained network towards the downstream stress-prediction task.
Article Snippet: They demonstrated that the
Techniques: