Search Results for author: Sai Vikas Desai

Found 5 papers, 1 papers with code

On Initial Pools for Deep Active Learning

1 code implementation30 Nov 2020 Akshay L Chandra, Sai Vikas Desai, Chaitanya Devaguptapu, Vineeth N Balasubramanian

While recent studies have focused on evaluating the robustness of various query functions in AL, little to no attention has been given to the design of the initial labeled pool for deep active learning.

Active Learning

Computer Vision with Deep Learning for Plant Phenotyping in Agriculture: A Survey

no code implementations18 Jun 2020 Akshay L Chandra, Sai Vikas Desai, Wei Guo, Vineeth N. Balasubramanian

In light of growing challenges in agriculture with ever growing food demand across the world, efficient crop management techniques are necessary to increase crop yield.

Management Plant Phenotyping

An Adaptive Supervision Framework for Active Learning in Object Detection

no code implementations7 Aug 2019 Sai Vikas Desai, Akshay L Chandra, Wei Guo, Seishi Ninomiya, Vineeth N. Balasubramanian

Our extensive experiments show that the proposed framework can be used to train good generalizable models with much lesser annotation costs than the state of the art active learning approaches for object detection.

Active Learning object-detection +1

Automatic estimation of heading date of paddy rice using deep learning

no code implementations19 Jun 2019 Sai Vikas Desai, Vineeth N. Balasubramanian, Tokihiro Fukatsu, Seishi Ninomiya, Wei Guo

Accurate estimation of heading date of paddy rice greatly helps the breeders to understand the adaptability of different crop varieties in a given location.

Image Classification Time Series +1

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