activity
20162023
most citedMLPerf Training Benchmark

171 citations · 283 across the 23 of their papers we have counts for

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Showing cs.ROShow all

9 papers · 1 filter

cs.RO20221 cited

Robotic Computing on FPGAs: Current Progress, Research Challenges, and Opportunities

Zishen Wan, Ashwin Lele, Bo Yu +5

Robotic computing has reached a tipping point, with a myriad of robots (e.g., drones, self-driving cars, logistic robots) being widely applied in diverse scenarios. The continuous…

cs.RO2021

Analyzing and Improving Fault Tolerance of Learning-Based Navigation Systems

Zishen Wan, Aqeel Anwar, Yu-Shun Hsiao +3

Learning-based navigation systems are widely used in autonomous applications, such as robotics, unmanned vehicles and drones. Specialized hardware accelerators have been proposed f…

cs.RO20214 cited

AutoSoC: Automating Algorithm-SOC Co-design for Aerial Robots

Srivatsan Krishnan, Thierry Tambe, Zishen Wan +1

Aerial autonomous machines (Drones) has a plethora of promising applications and use cases. While the popularity of these autonomous machines continues to grow, there are many chal…

cs.RO2021

RoboRun: A Robot Runtime to Exploit Spatial Heterogeneity

Behzad Boroujerdian, Radhika Ghosal, Jonathan Cruz +2

The limited onboard energy of autonomous mobile robots poses a tremendous challenge for practical deployment. Hence, efficient computing solutions are imperative. A crucial shortco…

cs.RO20212 cited

Sniffy Bug: A Fully Autonomous Swarm of Gas-Seeking Nano Quadcopters in Cluttered Environments

Bardienus P. Duisterhof, Shushuai Li, Javier Burgués +2

Nano quadcopters are ideal for gas source localization (GSL) as they are safe, agile and inexpensive. However, their extremely restricted sensors and computational resources make G…

cs.RO2021

AutoPilot: Automating SoC Design Space Exploration for SWaP Constrained Autonomous UAVs

Srivatsan Krishnan, Zishen Wan, Kshitij Bhardwaj +6

Building domain-specific accelerators for autonomous unmanned aerial vehicles (UAVs) is challenging due to a lack of systematic methodology for designing onboard compute. Balancing…