activity
20192022
most citedBridging Sim2Real Gap Using Image Gradients for the Task of End-to-End Autonomous Driving

1 citations · 1 across the 4 of their papers we have counts for

collaborators

5 papers

cs.CV2022

Estimation of Appearance and Occupancy Information in Birds Eye View from Surround Monocular Images

Sarthak Sharma, Unnikrishnan R. Nair, Udit Singh Parihar +2

Autonomous driving requires efficient reasoning about the location and appearance of the different agents in the scene, which aids in downstream tasks such as object detection, obj…

cs.RO20221 cited

Bridging Sim2Real Gap Using Image Gradients for the Task of End-to-End Autonomous Driving

Unnikrishnan R Nair, Sarthak Sharma, Udit Singh Parihar +2

We present the first prize solution to NeurIPS 2021 - AWS Deepracer Challenge. In this competition, the task was to train a reinforcement learning agent (i.e. an autonomous car), t…

cs.CV2022

NMR: Neural Manifold Representation for Autonomous Driving

Unnikrishnan R. Nair, Sarthak Sharma, Midhun S. Menon +1

Autonomous driving requires efficient reasoning about the Spatio-temporal nature of the semantics of the scene. Recent approaches have successfully amalgamated the traditional modu…

cs.RO2020

SROM: Simple Real-time Odometry and Mapping using LiDAR data for Autonomous Vehicles

Nivedita Rufus, Unni Krishnan R. Nair, A. V. S. Sai Bhargav Kumar +2

In this paper, we present SROM, a novel real-time Simultaneous Localization and Mapping (SLAM) system for autonomous vehicles. The keynote of the paper showcases SROM's ability to…

cs.RO2019

SVM Enhanced Frenet Frame Planner For Safe Navigation Amidst Moving Agents

Unni Krishnan R Nair, Nivedita Rufus, Vashist Madiraju +1

This paper proposes an SVM Enhanced Trajectory Planner for dynamic scenes, typically those encountered in on road settings. Frenet frame based trajectory generation is popular in t…