109 citations · 225 across the 9 of their papers we have counts for
9 papers
There Are No Data Like More Data- Datasets for Deep Learning in Earth Observation
Michael Schmitt, Seyed Ali Ahmadi, Yonghao Xu +4
Carefully curated and annotated datasets are the foundation of machine learning, with particularly data-hungry deep neural networks forming the core of what is often called Artific…
Cross-Geography Generalization of Machine Learning Methods for Classification of Flooded Regions in Aerial Images
Sushant Lenka, Pratyush Kerhalkar, Pranav Shetty +3
Identification of regions affected by floods is a crucial piece of information required for better planning and management of post-disaster relief and rescue efforts. Traditionally…
Enhanced Vehicle Re-identification for ITS: A Feature Fusion approach using Deep Learning
Ashutosh Holla B, Manohara Pai M. M, Ujjwal Verma +1
In recent years, the development of robust Intelligent transportation systems (ITS) is tackled across the globe to provide better traffic efficiency by reducing frequent traffic pr…
Contextual Information Based Anomaly Detection for a Multi-Scene UAV Aerial Videos
Girisha S, Ujjwal Verma, Manohara Pai M M +1
UAV based surveillance is gaining much interest worldwide due to its extensive applications in monitoring wildlife, urban planning, disaster management, campus security, etc. These…
Texture based Prototypical Network for Few-Shot Semantic Segmentation of Forest Cover: Generalizing for Different Geographical Regions
Gokul P, Ujjwal Verma
Forest plays a vital role in reducing greenhouse gas emissions and mitigating climate change besides maintaining the world's biodiversity. The existing satellite-based forest monit…
Evaluating Predictive Uncertainty and Robustness to Distributional Shift Using Real World Data
Kumud Lakara, Akshat Bhandari, Pratinav Seth +1
Most machine learning models operate under the assumption that the training, testing and deployment data is independent and identically distributed (i.i.d.). This assumption doesn'…
BERT based Transformers lead the way in Extraction of Health Information from Social Media
Sidharth R, Abhiraj Tiwari, Parthivi Choubey +5
This paper describes our submissions for the Social Media Mining for Health (SMM4H)2021 shared tasks. We participated in 2 tasks:(1) Classification, extraction and normalization of…
UVid-Net: Enhanced Semantic Segmentation of UAV Aerial Videos by Embedding Temporal Information
Girisha S, Ujjwal Verma, Manohara Pai M M +1
Semantic segmentation of aerial videos has been extensively used for decision making in monitoring environmental changes, urban planning, and disaster management. The reliability o…
Weed Density and Distribution Estimation for Precision Agriculture using Semi-Supervised Learning
Shantam Shorewala, Armaan Ashfaque, Sidharth R +1
Uncontrolled growth of weeds can severely affect the crop yield and quality. Unrestricted use of herbicide for weed removal alters biodiversity and cause environmental pollution. I…