Adobe Media and Data Science Research (MDSR) Laboratory
Adobe Media and Data Science Research (MDSR) Laboratory
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Collaborators
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
PDF
ZFlow: Gated Appearance Flow-based Virtual Try-on with 3D Priors
Image-based virtual try-on involves synthesizing perceptually convincing images of a model wearing a particular garment and has …
Ayush Chopra
,
Rishabh Jain
,
Mayur Hemani
,
Balaji Krishnamurthy
PDF
An Empirical Study of Representation Learning for Reinforcement Learning in Healthcare
Reinforcement Learning (RL) has recently been applied to sequential estimation and prediction problems identifying and developing …
Killian T.
,
Zhang H.
,
Subramanian J.
,
Fatemi M.
,
Ghassemi M.
PDF
Attributional Robustness Training using Input-Gradient Spatial Alignment
Interpretability is an emerging area of research in trustworthy machine learning. Safe deployment of machine learning system mandates …
Mayank Singh
,
Nupur Kumari
,
Puneet Mangla
,
Abhishek Sinha
,
Vineeth N Balasubramanian
,
Balaji Krishnamurthy
PDF
Charting the Right Manifold: Manifold Mixup for Few-shot Learning
Few-shot learning algorithms aim to learn model parameters capable of adapting to unseen classes with the help of only a few labeled …
Puneet Mangla
,
Nupur Kumari
,
Mayank Singh
,
Abhishek Sinha
,
Balaji Krishnamurthy
,
V N Balasubramaniam.
PDF
Document Structure Extraction using Prior based High Resolution Hierarchical Semantic Segmentation
Structure extraction from document images has been a long-standing research topic due to its high impact on a wide range of practical …
Mausoom Sarkar
,
Milan Aggarwal
,
Arneh Jain
,
Hiresh Gupta
,
Balaji Krishnamurthy
PDF
Explain Your Move: Understanding Agent Actions Using Specific and Relevant Feature Attribution
As deep reinforcement learning (RL) is applied to more tasks, there is a need to visualize and understand the behavior of learned …
Nikaash Puri
,
Sukriti Verma
,
Piyush Gupta
,
Dhruv Kayastha
,
Shripad Deshmukh
,
Balaji Krishnamurthy
,
Sameer Singh
PDF
Form2Seq : A Framework for Higher-Order Form Structure Extraction
Document structure extraction has been a widely researched area for decades with recent works performing it as a semantic segmentation …
Milan Aggarwal
,
Hiresh Gupta
,
Mausoom Sarkar
,
Balaji Krishnamurthy
PDF
Harnessing GANs for Zero-shot Learning of New Classes in Visual Speech Recognition
Visual Speech Recognition (VSR) is the process of recognizing or interpreting speech by watching the lip movements of the speaker. …
Yaman Kumar Singla
,
Dhruva Sharawat
,
Shubham Maheshwari
,
Debanjan Mahata
,
Rajiv Ratn Shah
,
Yifang Yin
,
Roger Zimmermann
,
Amanda Stent
PDF
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