Search Results for author: Arihant Jain

Found 6 papers, 3 papers with code

TAME: Task Agnostic Continual Learning using Multiple Experts

no code implementations8 Oct 2022 Haoran Zhu, Maryam Majzoubi, Arihant Jain, Anna Choromanska

Our algorithm, which we call TAME (Task-Agnostic continual learning using Multiple Experts), automatically detects the shift in data distributions and switches between task expert networks in an online manner.

Continual Learning

A Closer Look at Smoothness in Domain Adversarial Training

1 code implementation16 Jun 2022 Harsh Rangwani, Sumukh K Aithal, Mayank Mishra, Arihant Jain, R. Venkatesh Babu

Based on the analysis, we introduce the Smooth Domain Adversarial Training (SDAT) procedure, which effectively enhances the performance of existing domain adversarial methods for both classification and object detection tasks.

Domain Adaptation Object Detection

S$^3$VAADA: Submodular Subset Selection for Virtual Adversarial Active Domain Adaptation

1 code implementation18 Sep 2021 Harsh Rangwani, Arihant Jain, Sumukh K Aithal, R. Venkatesh Babu

Unsupervised domain adaptation (DA) methods have focused on achieving maximal performance through aligning features from source and target domains without using labeled data in the target domain.

Unsupervised Domain Adaptation

S3VAADA: Submodular Subset Selection for Virtual Adversarial Active Domain Adaptation

1 code implementation ICCV 2021 Harsh Rangwani, Arihant Jain, Sumukh K Aithal, R. Venkatesh Babu

Unsupervised domain adaptation (DA) methods have focused on achieving maximal performance through aligning features from source and target domains without using labeled data in the target domain.

Unsupervised Domain Adaptation

A Novel Hybrid CNN-AIS Visual Pattern Recognition Engine

no code implementations11 Mar 2015 Vandna Bhalla, Santanu Chaudhury, Arihant Jain

In this paper we propose to apply CNN to small data sets like for example, personal albums or other similar environs where the size of training dataset is a limitation, within the framework of a proposed hybrid CNN-AIS model.

Small Data Image Classification

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