Meta-Learned Attribute Self-Interaction Network for Continual and Generalized Zero-Shot Learning

no code implementations • 2 Dec 2023 • Vinay K Verma, Nikhil Mehta, Kevin J Liang, Aakansha Mishra, Lawrence Carin

Zero-shot learning (ZSL) is a promising approach to generalizing a model to categories unseen during training by leveraging class attributes, but challenges remain.

Attribute Generalized Zero-Shot Learning +1

VQA with Cascade of Self- and Co-Attention Blocks

no code implementations • 28 Feb 2023 • Aakansha Mishra, Ashish Anand, Prithwijit Guha

The use of complex attention modules has improved the performance of the Visual Question Answering (VQA) task.

Question Answering Visual Question Answering

CQ-VQA: Visual Question Answering on Categorized Questions

no code implementations • 17 Feb 2020 • Aakansha Mishra, Ashish Anand, Prithwijit Guha

The second level, referred to as answer predictor (AP), comprises of a set of distinct classifiers corresponding to each question category.

Question Answering Visual Question Answering

Generative Model for Zero-Shot Sketch-Based Image Retrieval

no code implementations • 18 Apr 2019 • Vinay Kumar Verma, Aakansha Mishra, Ashish Mishra, Piyush Rai

We present a probabilistic model for Sketch-Based Image Retrieval (SBIR) where, at retrieval time, we are given sketches from novel classes, that were not present at training time.

Image Generation Retrieval +1