Cognitive SSD: A Deep Learning Engine for In-Storage Data Retrieval
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Ying Wang | Youyou Lu | Zhe Yang | Huawei Li | Xiaowei Li | Shengwen Liang | Huawei Li | Xiaowei Li | Ying Wang | Shengwen Liang | Youyou Lu | Zhe Yang
[1] Javier González,et al. LightNVM: The Linux Open-Channel SSD Subsystem , 2017, FAST.
[2] Andrew Zisserman,et al. Very Deep Convolutional Networks for Large-Scale Image Recognition , 2014, ICLR.
[3] Wu-Jun Li,et al. Feature Learning Based Deep Supervised Hashing with Pairwise Labels , 2015, IJCAI.
[4] Mahmut T. Kandemir,et al. FlashShare: Punching Through Server Storage Stack from Kernel to Firmware for Ultra-Low Latency SSDs , 2018, OSDI.
[5] Onur Mutlu,et al. Errors in Flash-Memory-Based Solid-State Drives: Analysis, Mitigation, and Recovery , 2017, ArXiv.
[6] Peter Desnoyers,et al. Reducing Data Movement Costs Using Energy-Efficient, Active Computation on SSD , 2012, HotPower.
[7] Svetlana Lazebnik,et al. Iterative quantization: A procrustean approach to learning binary codes , 2011, CVPR 2011.
[8] Chanik Park,et al. Enabling cost-effective data processing with smart SSD , 2013, 2013 IEEE 29th Symposium on Mass Storage Systems and Technologies (MSST).
[9] Chanik Park,et al. Active disk meets flash: a case for intelligent SSDs , 2013, ICS '13.
[10] Steven Swanson,et al. Near-Data Processing: Insights from a MICRO-46 Workshop , 2014, IEEE Micro.
[11] Jiwen Lu,et al. Deep hashing for compact binary codes learning , 2015, 2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).
[12] Shiguang Shan,et al. Deep Supervised Hashing for Fast Image Retrieval , 2016, International Journal of Computer Vision.
[13] Sungjin Lee,et al. BlueDBM: An appliance for Big Data analytics , 2015, 2015 ACM/IEEE 42nd Annual International Symposium on Computer Architecture (ISCA).
[14] Chu-Song Chen,et al. Supervised Learning of Semantics-Preserving Hash via Deep Convolutional Neural Networks , 2015, IEEE Transactions on Pattern Analysis and Machine Intelligence.
[15] Youyou Lu,et al. Extending the lifetime of flash-based storage through reducing write amplification from file systems , 2013, FAST.
[16] Rajesh Gupta,et al. Minerva: Accelerating Data Analysis in Next-Generation SSDs , 2013, 2013 IEEE 21st Annual International Symposium on Field-Programmable Custom Computing Machines.
[17] Yong Wang,et al. Active SSD design for energy-efficiency improvement of web-scale data analysis , 2013, International Symposium on Low Power Electronics and Design (ISLPED).
[18] David J. DeWitt,et al. Query processing on smart SSDs: opportunities and challenges , 2013, SIGMOD '13.
[19] Rajesh K. Gupta,et al. Moneta: A High-Performance Storage Array Architecture for Next-Generation, Non-volatile Memories , 2010, 2010 43rd Annual IEEE/ACM International Symposium on Microarchitecture.
[20] Qi Tian,et al. SIFT Meets CNN: A Decade Survey of Instance Retrieval , 2016, IEEE Transactions on Pattern Analysis and Machine Intelligence.
[21] Geoffrey E. Hinton,et al. ImageNet classification with deep convolutional neural networks , 2012, Commun. ACM.
[22] Trevor Darrell,et al. Caffe: Convolutional Architecture for Fast Feature Embedding , 2014, ACM Multimedia.
[23] Deng Cai,et al. EFANNA : An Extremely Fast Approximate Nearest Neighbor Search Algorithm Based on kNN Graph , 2016, ArXiv.
[24] Amar Phanishayee,et al. FAWN: a fast array of wimpy nodes , 2009, SOSP '09.
[25] Deng Cai,et al. Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph , 2017, Proc. VLDB Endow..
[26] Gustavo Alonso,et al. Ibex - An Intelligent Storage Engine with Support for Advanced SQL Off-loading , 2014, Proc. VLDB Endow..
[27] Deng Cai,et al. Fast Approximate Nearest Neighbor Search With Navigating Spreading-out Graphs , 2017, ArXiv.
[28] Peter Desnoyers,et al. Active Flash: Out-of-core data analytics on flash storage , 2012, 012 IEEE 28th Symposium on Mass Storage Systems and Technologies (MSST).
[29] Sean Eilert,et al. DataCenter 2020: Near-memory acceleration for data-oriented applications , 2014, 2014 Symposium on VLSI Circuits Digest of Technical Papers.
[30] Yang Liu,et al. Willow: A User-Programmable SSD , 2014, OSDI.
[31] Youyou Lu,et al. ParaFS: A Log-Structured File System to Exploit the Internal Parallelism of Flash Devices , 2016, USENIX Annual Technical Conference.
[32] Peter Desnoyers,et al. Active flash: towards energy-efficient, in-situ data analytics on extreme-scale machines , 2013, FAST.
[33] Ninghui Sun,et al. DianNao: a small-footprint high-throughput accelerator for ubiquitous machine-learning , 2014, ASPLOS.
[34] Xuemin Lin,et al. Approximate Nearest Neighbor Search on High Dimensional Data — Experiments, Analyses, and Improvement , 2016, IEEE Transactions on Knowledge and Data Engineering.
[35] Yannis Papakonstantinou,et al. SSD in-storage computing for list intersection , 2016, DaMoN '16.
[36] Yong Wang,et al. SDF: software-defined flash for web-scale internet storage systems , 2014, ASPLOS.
[37] Tao Li,et al. Octopus: an RDMA-enabled Distributed Persistent Memory File System , 2017, USENIX Annual Technical Conference.
[38] Heng Tao Shen,et al. Hashing for Similarity Search: A Survey , 2014, ArXiv.
[39] Steven Swanson,et al. Morpheus: Creating Application Objects Efficiently for Heterogeneous Computing , 2016, 2016 ACM/IEEE 43rd Annual International Symposium on Computer Architecture (ISCA).
[40] Xiaowei Li,et al. C-Brain: A deep learning accelerator that tames the diversity of CNNs through adaptive data-level parallelization , 2016, 2016 53nd ACM/EDAC/IEEE Design Automation Conference (DAC).
[41] Hyeonsang Eom,et al. A User-Level File System for Fast Storage Devices , 2014, ICCAC.
[42] Michael S. Bernstein,et al. ImageNet Large Scale Visual Recognition Challenge , 2014, International Journal of Computer Vision.
[43] Sungroh Yoon,et al. Near-Data Processing for Machine Learning , 2016, ArXiv.
[44] Jie Xu,et al. DeepBurning: Automatic generation of FPGA-based learning accelerators for the Neural Network family , 2016, 2016 53nd ACM/EDAC/IEEE Design Automation Conference (DAC).
[45] Krista A. Ehinger,et al. SUN Database: Exploring a Large Collection of Scene Categories , 2014, International Journal of Computer Vision.
[46] Sizhuo Zhang,et al. GraFBoost: Using Accelerated Flash Storage for External Graph Analytics , 2018, 2018 ACM/IEEE 45th Annual International Symposium on Computer Architecture (ISCA).
[47] Jen-Hao Hsiao,et al. Deep learning of binary hash codes for fast image retrieval , 2015, 2015 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW).
[48] Deng Cai. A Revisit of Hashing Algorithms for Approximate Nearest Neighbor Search , 2016, ArXiv.