Efficient Computing

MaxpoolNMS: Getting Rid of NMS Bottlenecks in Two-Stage Object Detectors CVPR 2019 Memory Efficient Adaptive Optimization NeurIPS 2019 MobiLipNet: Resource-Efficient Deep Learning Based Lipreading Interspeech 2019 More Is Less: Learning Efficient Video Representations by Big-Little Network and Depthwise Temporal Aggregation NeurIPS 2019 Neural Rejuvenation: Improving Deep Network Training by Enhancing Computational Resource Utilization CVPR 2019 Neural Shuffle-Exchange Networks - Sequence Processing in O(n log n) Time NeurIPS 2019 On-device Structured and Context Partitioned Projection Networks ACL 2019 PowerSGD: Practical Low-Rank Gradient Compression for Distributed Optimization NeurIPS 2019 PRADO: Projection Attention Networks for Document Classification On-Device EMNLP 2019 Projection Convolutional Neural Networks for 1-bit CNNs via Discrete Back Propagation AAAI 2019 ProSeqo: Projection Sequence Networks for On-Device Text Classification EMNLP 2019 Real-Time Open-Domain Question Answering with Dense-Sparse Phrase Index ACL 2019 Recurrent U-Net for Resource-Constrained Segmentation ICCV 2019 Reversible GANs for Memory-Efficient Image-To-Image Translation CVPR 2019 Revisiting Perspective Information for Efficient Crowd Counting CVPR 2019 Robust Text Classifier on Test-Time Budgets EMNLP 2019 SeerNet: Predicting Convolutional Neural Network Feature-Map Sparsity Through Low-Bit Quantization CVPR 2019 SNR: Sub-Network Routing for Flexible Parameter Sharing in Multi-Task Learning AAAI 2019 SpArSe: Sparse Architecture Search for CNNs on Resource-Constrained Microcontrollers NeurIPS 2019 Spectral Reconstruction From Dispersive Blur: A Novel Light Efficient Spectral Imager CVPR 2019 SSN: Learning Sparse Switchable Normalization via SparsestMax CVPR 2019 Super Sparse Convolutional Neural Networks AAAI 2019 TDSNN: From Deep Neural Networks to Deep Spike Neural Networks with Temporal-Coding AAAI 2019 Understanding Sparse JL for Feature Hashing NeurIPS 2019 Universal Approximation Property and Equivalence of Stochastic Computing-Based Neural Networks and Binary Neural Networks AAAI 2019