Search Results for author: Dipan Mandal

Found 2 papers, 0 papers with code

Unsupervised Learning of Depth, Camera Pose and Optical Flow from Monocular Video

no code implementations19 May 2022 Dipan Mandal, Abhilash Jain

We propose DFPNet -- an unsupervised, joint learning system for monocular Depth, Optical Flow and egomotion (Camera Pose) estimation from monocular image sequences.

Image Reconstruction Optical Flow Estimation +1

DRACO: Co-Optimizing Hardware Utilization, and Performance of DNNs on Systolic Accelerator

no code implementations26 Jun 2020 Nandan Kumar Jha, Shreyas Ravishankar, Sparsh Mittal, Arvind Kaushik, Dipan Mandal, Mahesh Chandra

The number of processing elements (PEs) in a fixed-sized systolic accelerator is well matched for large and compute-bound DNNs; whereas, memory-bound DNNs suffer from PE underutilization and fail to achieve peak performance and energy efficiency.

Computational Efficiency

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