Online Model Distillation for Efficient Video Inference

v1v2 (latest)

Online Model Distillation for Efficient Video Inference

6 December 2018

Ravi Teja Mullapudi

Kayvon Fatahalian

ArXiv (abs)PDF HTML

Papers citing "Online Model Distillation for Efficient Video Inference"

16 / 66 papers shown

Title
It's always personal: Using Early Exits for Efficient On-Device CNN Personalisation Ilias Leontiadis Stefanos Laskaridis Stylianos I. Venieris Nicholas D. Lane 123 30 0 02 Feb 2021
Ekya: Continuous Learning of Video Analytics Models on Edge Compute Servers Romil Bhardwaj Zhengxu Xia Ganesh Ananthanarayanan Junchen Jiang Nikolaos Karianakis Yuanchao Shu Kevin Hsieh P. Bahl Ion Stoica 79 169 0 19 Dec 2020
ODIN: Automated Drift Detection and Recovery in Video Analytics Abhijit Suprem Joy Arulraj C. Pu J. E. Ferreira 58 12 0 09 Sep 2020
Self-Supervised Policy Adaptation during Deployment Nicklas Hansen Rishabh Jangir Yu Sun Guillem Alenyà Pieter Abbeel Alexei A. Efros Lerrel Pinto Xiaolong Wang 103 163 0 08 Jul 2020
Space-Time Correspondence as a Contrastive Random Walk Allan Jabri Andrew Owens Alexei A. Efros SSL OT 146 304 0 25 Jun 2020
Real-Time Video Inference on Edge Devices via Adaptive Model Streaming Mehrdad Khani Shirkoohi Pouya Hamadanian Arash Nasr-Esfahany Mohammad Alizadeh 110 47 0 11 Jun 2020
Knowledge Distillation: A Survey Jianping Gou B. Yu Stephen J. Maybank Dacheng Tao VLM 291 3,026 0 09 Jun 2020
Towards Streaming Perception Mengtian Li Yu-Xiong Wang Deva Ramanan 79 5 0 21 May 2020
Interactive Video Stylization Using Few-Shot Patch-Based Training Ondrej Texler David Futschik Michal Kučera Ondrej Jamriska Sárka Sochorová Menglei Chai Sergey Tulyakov Daniel Sýkora VGen 72 81 0 29 Apr 2020
Enabling Incremental Knowledge Transfer for Object Detection at the Edge Mohammad Farhadi Bajestani Mehdi Ghasemi S. Vrudhula Yezhou Yang 53 14 0 13 Apr 2020
Neural Networks Are More Productive Teachers Than Human Raters: Active Mixup for Data-Efficient Knowledge Distillation from a Blackbox Model Dongdong Wang Yandong Li Liqiang Wang Boqing Gong 76 49 0 31 Mar 2020
Fast and Three-rious: Speeding Up Weak Supervision with Triplet Methods Daniel Y. Fu Mayee F. Chen Frederic Sala Sarah Hooper Kayvon Fatahalian Christopher Ré OffRL 110 117 0 27 Feb 2020
Side-Tuning: A Baseline for Network Adaptation via Additive Side Networks Jeffrey O. Zhang Alexander Sax Amir Zamir Leonidas Guibas Jitendra Malik 91 28 0 31 Dec 2019
Test-Time Training with Self-Supervision for Generalization under Distribution Shifts Yu Sun Xiaolong Wang Zhuang Liu John Miller Alexei A. Efros Moritz Hardt TTA OOD 99 96 0 29 Sep 2019
TKD: Temporal Knowledge Distillation for Active Perception Mohammad Farhadi Yezhou Yang 54 25 0 04 Mar 2019
Dataset Culling: Towards Efficient Training Of Distillation-Based Domain Specific Models Kentaro Yoshioka Edward H. Lee S. Wong M. Horowitz 23 2 0 01 Feb 2019