Dynamic sampling meets pooling
… MAP estimates rendered from dynamically sampled assessments … pooling, on the other
hand, differ substantially. The results suggest that the use of Dynamic Sampling without pooling …
hand, differ substantially. The results suggest that the use of Dynamic Sampling without pooling …
Strip pooling: Rethinking spatial pooling for scene parsing
… Based on the strip pooling operation, we present two pooling based modules for scene
parsing networks. First, we design a Strip Pooling Module (SPM) to effectively enlarge the …
parsing networks. First, we design a Strip Pooling Module (SPM) to effectively enlarge the …
Toward efficient neural architecture search with dynamic mapping-adaptive sampling for resource-limited edge device
Z Yang, Q Sun - Neural Computing and Applications, 2023 - Springer
… structures that do not meet the application requirements are sampled and trained, significantly
… As a result, we require a dynamic sampling process that includes inference latency as an …
… As a result, we require a dynamic sampling process that includes inference latency as an …
Class-wise dynamic graph convolution for semantic segmentation
… Specifically, we adopt ResNet-101 together with atrous spatial pyramid pooling (ASPP) as …
-classify pixels, we develop a dynamic sampling method which focuses on selecting out these …
-classify pixels, we develop a dynamic sampling method which focuses on selecting out these …
Efficient resource-aware neural architecture search with dynamic adaptive network sampling
Z Yang, Q Sun - … IEEE International Symposium on Circuits and …, 2021 - ieeexplore.ieee.org
… Therefore, customizing the network for different devices and scenarios to meet … dynamic
sampling scheme is proposed. In the search process, it can dynamically regulate the sampling …
sampling scheme is proposed. In the search process, it can dynamically regulate the sampling …
System-scale-free transient contingency screening scheme based on steady-state information: A pooling-ensemble multi-graph learning approach
J Huang, L Guan, Y Su, H Yao, M Guo… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Data-driven transient stability assessment (TSA) models are usually sensitive to system scale
changes and require dynamic information from time-domain simulation (TDS) as inputs. …
changes and require dynamic information from time-domain simulation (TDS) as inputs. …
Intelligent pooling in Thompson sampling for rapid personalization in mobile health
… Our approach is motivated to meet the needs of mHealth studies. In these settings, users join
the study in a staggered fashion, eg, they enter the study at different times. During the study …
the study in a staggered fashion, eg, they enter the study at different times. During the study …
Dynamic neural networks: A survey
… Spatial locations in features could also be dynamically rescaled with attention to improve
the representation power of deep models [128]. Instead of using pooling operations to …
the representation power of deep models [128]. Instead of using pooling operations to …
Dynamic dual sampling module for fine-grained semantic segmentation
… Specifically, a dynamic sampling strategy is used to sparsely … There is a rather high redundancy
since the natural image meets … The input xl and xh are both average pooled to a × a to …
since the natural image meets … The input xl and xh are both average pooled to a × a to …
Efficient LWPooling: Rethinking the Wavelet Pooling for Scene Parsing
… It demonstrates the traditional wavelet pooling methods meet with the same limitation of
losing the detailed features as the SAP. Based on it, a novel efficient lifting-based wavelet …
losing the detailed features as the SAP. Based on it, a novel efficient lifting-based wavelet …