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DeepCache: Principled Cache for Mobile Deep Vision

DeepCache: Principled Cache for Mobile Deep Vision

1 December 2017
Mengwei Xu
Mengze Zhu
Yunxin Liu
F. Lin
Xuanzhe Liu
    VLM
ArXivPDFHTML

Papers citing "DeepCache: Principled Cache for Mobile Deep Vision"

27 / 27 papers shown
Title
Responsive DNN Adaptation for Video Analytics against Environment Shift via Hierarchical Mobile-Cloud Collaborations
Responsive DNN Adaptation for Video Analytics against Environment Shift via Hierarchical Mobile-Cloud Collaborations
Maozhe Zhao
Shixuan Liu
Fan Wu
Guihai Chen
36
0
0
30 Apr 2025
Legilimens: Performant Video Analytics on the System-on-Chip Edge
Legilimens: Performant Video Analytics on the System-on-Chip Edge
M. Ramanujam
Yinwei Dai
Kyle Jamieson
Ravi Netravali
83
0
0
29 Apr 2025
Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model
Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model
Feng Liu
Shiwei Zhang
Xiaofeng Wang
Yujie Wei
Haonan Qiu
Yuzhong Zhao
Yingya Zhang
Qixiang Ye
Fang Wan
VGen
AI4TS
101
11
0
28 Nov 2024
BlabberSeg: Real-Time Embedded Open-Vocabulary Aerial Segmentation
BlabberSeg: Real-Time Embedded Open-Vocabulary Aerial Segmentation
Haechan Mark Bong
Ricardo de Azambuja
Giovanni Beltrame
VLM
40
0
0
16 Oct 2024
Learning Online Policies for Person Tracking in Multi-View Environments
Learning Online Policies for Person Tracking in Multi-View Environments
Keivan Nalaie
Rong Zheng
26
1
0
26 Dec 2023
Mobile Foundation Model as Firmware
Mobile Foundation Model as Firmware
Jinliang Yuan
Chenchen Yang
Dongqi Cai
Shihe Wang
Xin Yuan
...
Di Zhang
Hanzi Mei
Xianqing Jia
Shangguang Wang
Mengwei Xu
45
19
0
28 Aug 2023
MadEye: Boosting Live Video Analytics Accuracy with Adaptive Camera
  Configurations
MadEye: Boosting Live Video Analytics Accuracy with Adaptive Camera Configurations
M. Wong
M. Ramanujam
Guha Balakrishnan
Ravi Netravali
34
4
0
04 Apr 2023
On-device Training: A First Overview on Existing Systems
On-device Training: A First Overview on Existing Systems
Shuai Zhu
Thiemo Voigt
Jeonggil Ko
Fatemeh Rahimian
34
14
0
01 Dec 2022
AttTrack: Online Deep Attention Transfer for Multi-object Tracking
AttTrack: Online Deep Attention Transfer for Multi-object Tracking
Keivan Nalaie
Rong Zheng
VOT
23
5
0
16 Oct 2022
InFi: End-to-End Learning to Filter Input for Resource-Efficiency in
  Mobile-Centric Inference
InFi: End-to-End Learning to Filter Input for Resource-Efficiency in Mobile-Centric Inference
Mu Yuan
Lan Zhang
Fengxiang He
Xueting Tong
Miao-Hui Song
Zhengyuan Xu
Xiang-Yang Li
32
2
0
28 Sep 2022
Compiler-Aware Neural Architecture Search for On-Mobile Real-time
  Super-Resolution
Compiler-Aware Neural Architecture Search for On-Mobile Real-time Super-Resolution
Yushu Wu
Yifan Gong
Pu Zhao
Yanyu Li
Zheng Zhan
Wei Niu
Hao Tang
Minghai Qin
Bin Ren
Yanzhi Wang
SupR
MQ
37
23
0
25 Jul 2022
Benchmarking of DL Libraries and Models on Mobile Devices
Benchmarking of DL Libraries and Models on Mobile Devices
Qiyang Zhang
Xiang Li
Xiangying Che
Xiao Ma
Ao Zhou
Mengwei Xu
Shangguang Wang
Yun Ma
Xuanzhe Liu
27
48
0
14 Feb 2022
Accelerating Deep Learning Classification with Error-controlled
  Approximate-key Caching
Accelerating Deep Learning Classification with Error-controlled Approximate-key Caching
A. Finamore
James W. Roberts
Massimo Gallo
Dario Rossi
19
10
0
13 Dec 2021
Boosting Mobile CNN Inference through Semantic Memory
Boosting Mobile CNN Inference through Semantic Memory
Yun Li
Chen Zhang
S. Han
Li Zhang
B. Yin
Yunxin Liu
Mengwei Xu
ObjD
47
16
0
05 Dec 2021
Automatic Mapping of the Best-Suited DNN Pruning Schemes for Real-Time
  Mobile Acceleration
Automatic Mapping of the Best-Suited DNN Pruning Schemes for Real-Time Mobile Acceleration
Yifan Gong
Geng Yuan
Zheng Zhan
Wei Niu
Zhengang Li
...
Sijia Liu
Bin Ren
Xue Lin
Xulong Tang
Yanzhi Wang
28
10
0
22 Nov 2021
CANS: Communication Limited Camera Network Self-Configuration for
  Intelligent Industrial Surveillance
CANS: Communication Limited Camera Network Self-Configuration for Intelligent Industrial Surveillance
Jingzheng Tu
Qimin Xu
Cailian Chen
40
2
0
13 Sep 2021
Achieving on-Mobile Real-Time Super-Resolution with Neural Architecture
  and Pruning Search
Achieving on-Mobile Real-Time Super-Resolution with Neural Architecture and Pruning Search
Zheng Zhan
Yifan Gong
Pu Zhao
Geng Yuan
Wei Niu
...
Malith Jayaweera
David Kaeli
Bin Ren
Xue Lin
Yanzhi Wang
SupR
38
41
0
18 Aug 2021
DeepScale: Online Frame Size Adaptation for Multi-object Tracking on
  Smart Cameras and Edge Servers
DeepScale: Online Frame Size Adaptation for Multi-object Tracking on Smart Cameras and Edge Servers
Keivan Nalaie
Renjie Xu
Rong Zheng
VOT
27
9
0
22 Jul 2021
Boggart: Towards General-Purpose Acceleration of Retrospective Video
  Analytics
Boggart: Towards General-Purpose Acceleration of Retrospective Video Analytics
Neil Agarwal
Ravi Netravali
29
14
0
21 Jun 2021
Continual 3D Convolutional Neural Networks for Real-time Processing of
  Videos
Continual 3D Convolutional Neural Networks for Real-time Processing of Videos
Lukas Hedegaard
Alexandros Iosifidis
3DPC
23
14
0
31 May 2021
An Image Enhancing Pattern-based Sparsity for Real-time Inference on
  Mobile Devices
An Image Enhancing Pattern-based Sparsity for Real-time Inference on Mobile Devices
Xiaolong Ma
Wei Niu
Tianyun Zhang
Sijia Liu
Sheng Lin
...
Xiang Chen
Jian Tang
Kaisheng Ma
Bin Ren
Yanzhi Wang
37
27
0
20 Jan 2020
PatDNN: Achieving Real-Time DNN Execution on Mobile Devices with
  Pattern-based Weight Pruning
PatDNN: Achieving Real-Time DNN Execution on Mobile Devices with Pattern-based Weight Pruning
Wei Niu
Xiaolong Ma
Sheng Lin
Shihao Wang
Xuehai Qian
X. Lin
Yanzhi Wang
Bin Ren
MQ
35
227
0
01 Jan 2020
PCONV: The Missing but Desirable Sparsity in DNN Weight Pruning for
  Real-time Execution on Mobile Devices
PCONV: The Missing but Desirable Sparsity in DNN Weight Pruning for Real-time Execution on Mobile Devices
Xiaolong Ma
Fu-Ming Guo
Wei Niu
Xue Lin
Jian Tang
Kaisheng Ma
Bin Ren
Yanzhi Wang
CVBM
27
173
0
06 Sep 2019
Convergence of Edge Computing and Deep Learning: A Comprehensive Survey
Convergence of Edge Computing and Deep Learning: A Comprehensive Survey
Xiaofei Wang
Yiwen Han
Victor C. M. Leung
Dusit Niyato
Xueqiang Yan
Xu Chen
22
978
0
19 Jul 2019
A First Look at Deep Learning Apps on Smartphones
A First Look at Deep Learning Apps on Smartphones
Mengwei Xu
Jiawei Liu
Yuanqiang Liu
F. Lin
Yunxin Liu
Xuanzhe Liu
HAI
33
177
0
08 Nov 2018
CBinfer: Exploiting Frame-to-Frame Locality for Faster Convolutional
  Network Inference on Video Streams
CBinfer: Exploiting Frame-to-Frame Locality for Faster Convolutional Network Inference on Video Streams
Lukas Cavigelli
Luca Benini
27
26
0
15 Aug 2018
Deep Learning in Mobile and Wireless Networking: A Survey
Deep Learning in Mobile and Wireless Networking: A Survey
Chaoyun Zhang
P. Patras
Hamed Haddadi
47
1,306
0
12 Mar 2018
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