Search Results for author: Vishal Batchu

Found 6 papers, 2 papers with code

Cross Modal Distillation for Flood Extent Mapping

no code implementations16 Feb 2023 Shubhika Garg, Ben Feinstein, Shahar Timnat, Vishal Batchu, Gideon Dror, Adi Gerzi Rosenthal, Varun Gulshan

Unlike the conventional self distillation setup, we propose a cross modal distillation framework that transfers supervision from a teacher trained on richer modality (multi-spectral images) to a student model trained on SAR imagery.

Knowledge Distillation

A Machine Learning Data Fusion Model for Soil Moisture Retrieval

no code implementations20 Jun 2022 Vishal Batchu, Grey Nearing, Varun Gulshan

We develop a deep learning based convolutional-regression model that estimates the volumetric soil moisture content in the top ~5 cm of soil.

BIG-bench Machine Learning regression +2

"How to rate a video game?" - A prediction system for video games based on multimodal information

no code implementations29 May 2018 Vishal Batchu, Varshit Battu, Murali Krishna Reddy, Radhika Mamidi

A straightforward approach would be to predict the scores of video games based on other information related to the game.

Recommendation Systems

Hybrid Binary Networks: Optimizing for Accuracy, Efficiency and Memory

1 code implementation11 Apr 2018 Ameya Prabhu, Vishal Batchu, Rohit Gajawada, Sri Aurobindo Munagala, Anoop Namboodiri

We analyze the binarization tradeoff using a metric that jointly models the input binarization-error and computational cost and introduce an efficient algorithm to select layers whose inputs are to be binarized.

Binarization Model Compression +1

Distribution-Aware Binarization of Neural Networks for Sketch Recognition

1 code implementation9 Apr 2018 Ameya Prabhu, Vishal Batchu, Sri Aurobindo Munagala, Rohit Gajawada, Anoop Namboodiri

We present a theoretical analysis of the technique to show the effective representational power of the resulting layers, and explore the forms of data they model best.

Binarization Sketch Recognition

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