Adobe Media and Data Science Research (MDSR) Laboratory
Adobe Media and Data Science Research (MDSR) Laboratory
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Lifi: Towards linguistically informed frame interpolation
Here we explore the problem of speech video interpolation. With close to 70% of web traffic, such content today forms the primary form …
Aradhya Neeraj Mathur
,
Devansh Batra
,
Yaman Kumar Singla
,
Rajiv Ratn Shah
,
Changyou Chen
,
Roger Zimmermann
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2D to 3D medical image colorization
Colorization involves the synthesis of colors while preserving structural content as well as the semantics of the target image. This is …
Aradhya Neeraj Mathur
,
Apoorv Khattar
,
Ojaswa Sharma
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DOI
ClauseRec: A Clause Recommendation Framework for AI-aided Contract Authoring
Contracts are a common type of legal document that frequent in several day-to-day business workflows. However, there has been very …
Vinay Aggarwal
,
Aparna Garimella
,
Balaji Vasan Srinivasan
,
Anandhavelu N
,
Rajiv Jain
PDF
DeepABM: Scalable and Efficient Agent-Based Simulations via Graph Convolutional Frameworks - a Case Study for COVID-19 Spread and Interventions
We introduce DeepABM, a computational framework for agent-based modeling that leverages geometric message passing for simulating action …
Ayush Chopra
,
Esma S Gel
,
Jayakumar Subramanian
,
Balaji Krishnamurthy
,
Santiago Romero-Brufau
,
Kalyan S. Pasupathy
,
Thomas C. Kingsley
,
Ramesh Raskar
PDF
LT-GAN: Self-Supervised GAN with Latent Transformation Detection
Generative Adversarial Networks (GANs) coupled with self-supervised tasks have shown promising results in unconditional and …
Parth Patel
,
Nupur Kumari
,
Mayank Singh
,
Balaji Krishnamurthy
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Medical Dead-ends and Learning to Identify High-Risk States and Treatments
Machine learning has successfully framed many sequential decision making problems as either supervised prediction, or optimal …
Fatemi M.
,
Killian T.
,
Subramanian J.
,
Ghassemi M.
PDF
Robustness of Markov perfect equilibrium to model approximations in general-sum dynamic games
Dynamic games (also called stochastic games or Markov games) are an important class of games for modeling multi-agent interactions. In …
Subramanian J.
,
Sinha A.
,
Mahajan A.
PDF
Speaker-Conditioned Hierarchical Modeling for Automated Speech Scoring
Automatic Speech Scoring (ASS) is the computer-assisted evaluation of a candidate’s speaking proficiency in a language. ASS …
Yaman Kumar Singla
,
Avyakt Gupta
,
Shaurya Bagga
,
Changyou Chen
,
Balaji Krishnamurthy
,
Rajiv Ratn Shah
PDF
TAN-NTM: Topic Attention Networks for Neural Topic Modeling
Topic models have been widely used to learn text representations and gain insight into document corpora. To perform topic discovery, …
Madhur Panwar
,
Shashank Shailabh
,
Milan Aggarwal
,
Balaji Krishnamurthy
PDF
What Ails One-Shot Image Segmentation: A Data Perspective
One-shot image segmentation (OSS) methods enable semantic labeling of image pixels without supervised training using an extensive …
Mayur Hemani
,
Abhinav Patel
,
Tejas Shimpi
,
Anirudha Ramesh
,
Balaji Krishnamurthy
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