Course Schedule

Please note that this schedule is subject to change.

Lecture 1: Course Overview

Monday, October 5, 2020

Slides (pdf)
Paper presentation preferences due by 10pm on Thursday, 10/8

Lecture 2: Edge-Cloud Split

Wednesday, October 7, 2020

T. Chen et al., Glimpse: Continuous, Real-Time Object Recognition on Mobile Devices, SenSys 2015
Presenter: Murali Ramanujam

Lecture 3: Server-side Scheduling (Part 1)

Monday, October 12, 2020

H. Zhang et al., Live video analytics at scale with approximation and delay-tolerance, NSDI 2017
Presenters: TBD

Lecture 4: Server-side Scheduling (Part 2)

Wednesday, October 14, 2020

J. Jiang et al., Chameleon: Scalable Adaptation of Video Analytics, SIGCOMM 2018
Presenters: TBD

Lecture 5: Retrospective Queries (Part 1)

Monday, October 19, 2020

D. Kang et al., NoScope: Optimizing Neural Network Queries over Video at Scale, VLDB 2017
Presenters: TBD

Lecture 6: Retrospective Queries (Part 2)

Wednesday, October 21, 2020

K. Hsieh et al., Focus: querying large video datasets with low latency and low cost, OSDI 2018
Presenters: TBD

Lecture 7: Privid (Video Privacy)

Monday, October 26, 2020

Presenter: Neil Agarwal (Guest Lecture)

Lecture 8: Edge Support (Part 1)

Wednesday, October 28, 2020

C. Canel et al., Scaling Video Analytics on Constrained Edge Nodes, arXiv 2019
Presenters: TBD

Lecture 9: Edge Support (Part 2)

Monday, November 2, 2020

Y. Li et al., Reducto: On-Camera Filtering for Resource-Efficient Real-Time Video Analytics, SIGCOMM 2020
Presenters: TBD

Lecture 10: Edge Support (Part 3)

Wednesday, November 4, 2020

M. Khani et al., Real-Time Video Inference on Edge Devices via Adaptive Model Streaming, Arxiv 2020
Presenters: TBD

Lecture 11: Analytics-Aware Streaming

Monday, November 9, 2020

K. Du et al., Server-Driven Video Streaming for Deep Learning Inference, SIGCOMM 2020
Presenters: TBD

No Class – Veterans Day

Wednesday, November 11, 2020

Lecture 12: Video Benchmarks

Monday, November 16, 2020

B. Haynes et al., Visual Road: A Video Data Management Benchmark, SIGMOD 2019
Presenters: TBD

No Lecture – Project Meetings

Wednesday, November 18, 2020

Lecture 13: Querying Video

Monday, November 23, 2020

D. Kang et al., BlazeIt: Optimizing Declarative Aggregation and Limit Queries for Neural Network-Based Video Analytics, VLDB 2020
Presenters: TBD

Lecture 14: Multi-Camera Settings

Wednesday, November 25, 2020

X. Liu et al., Caesar: cross-camera complex activity recognition, SenSys 2019
S. Jain et al., ReXCam: Resource-Efficient Cross-Camera Video Analytics at Scale, SEC 2020
Presenters: TBD

Lecture 15: Approximate Queries and Handling Video Drift

Monday, November 30, 2020

M. Xu et al., Approximate Query Service on Autonomous IoT Cameras, MobiSys 2020
A. Suprem et al., ODIN: Automated Drift Detection and Recovery in Video Analytics, VLDB 2020
Presenters: TBD

Lecture 16: Final Project Idea Presentations

Wednesday, December 2, 2020

Lecture 17: Final Project Idea Presentations

Monday, December 7, 2020

No Lecture – Project Writeups

Wednesday, December 9, 2020