Search Results for author: Puneet Kumar Dokania

Found 2 papers, 0 papers with code

A Step Towards Efficient Evaluation of Complex Perception Tasks in Simulation

no code implementations28 Sep 2021 Jonathan Sadeghi, Blaine Rogers, James Gunn, Thomas Saunders, Sina Samangooei, Puneet Kumar Dokania, John Redford

There has been increasing interest in characterising the error behaviour of systems which contain deep learning models before deploying them into any safety-critical scenario.

Autonomous Driving

Bottom-Up Top-Down Cues for Weakly-Supervised Semantic Segmentation

no code implementations7 Dec 2016 Qinbin Hou, Puneet Kumar Dokania, Daniela Massiceti, Yunchao Wei, Ming-Ming Cheng, Philip Torr

We focus on the following three aspects of EM: (i) initialization; (ii) latent posterior estimation (E-step) and (iii) the parameter update (M-step).

Weakly-Supervised Semantic Segmentation

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