Aravind Harikumar

Aravind studies vegetation dynamics using UAV-based optical and LiDAR remote sensing data by leveraging the power of advanced machine learning techniques.

[Aravind Harikumar @aravind_geo]

Thrilled to share our latest publication in Frontiers in Plant Science! 🌱📱

We show how simple smartphone LiDAR and RGB data can be used to estimate leaf nitrogen and shoot biomass in urban crops - making precision agriculture more accessible than ever.

https://t.co/RSVQbBmFlm

[Aravind Harikumar @aravind_geo]

Great experience sharing the achievements of the ISURF at IGARSS '24 held at Greece! 🎉 Our in-house developed, fully automatic robotic remote sensing system (24x 7 HSI/MSI, Thermal and LiDAR) is now poised to revolutionize research in phenotyping and crop dynamics. #NTU.

[FastPheno @FastPheno]

We are hiring ! 1 Postdoc position in forest dynamics and tree resilience to climate change using high resolution #drone -based imagery and #remotesensing of vegetation. Visit https://t.co/eaM5JRphjP or https://t.co/J7oGLvekL0 for more information. #hyperspectral #LiDAR

[Ingo Ensminger @ensmingerlab]

Impressions from the @fastpheno field workshop held @ksr_jokershill and the Pickering field site this week w. team members from @UTMBiology @uoft, @NRCan and @universitelaval. #phenotyping and #plant #remotesensing in the sun.

[Ingo Ensminger @ensmingerlab]

Busy at the @fastpheno field workshop

[FastPheno @FastPheno]

Spring is here and we went to the field for the first time this field season to take measurements ! It was sunny and snowy and we were so excited to be back to our trees! #ensmingerlab #fastpheno #spring #plantphysiology @ensmingerlab

[Aravind Harikumar @aravind_geo]

The FastPheno team from the University of Toronto, the Natural Resources Canada, and the Ministry of Ministère des Forêts de la Faune et des Parcs,Quebec at phase one completion meet.

[Ingo Ensminger @ensmingerlab]

#drone Footage from the last #FastPheno field campaign. Great job by the teams from @LFC, @MFFP for your help. Thanks Aravind from @ensmingerlab, @UTMBiology, @UTM for putting the video together!

[Remote Sensing MDPI @RemoteSens_MDPI]

#LatestPaper #remotesensing
Combining Spectral, Spatial-Contextual, and Structural Information in Multispectral #UAV Data for Spruce Crown Delineation
by Aravind Harikumar, Petra D’Odorico and Ingo Ensminger
https://t.co/bkCUPIAVYQ

[Ingo Ensminger @ensmingerlab]

Live from Pintendre, QC: #FastPheno in action!

[University of Toronto @UofT]

Drone-based technology from @UTM remotely assesses health of trees impacted by climate change #UofT 🌲 https://t.co/mgyrmCfKd4

[UTM Biology @UTMBiology]

Drum roll 🥁🥁🥁

Dr. @aravind_geo 's new paper published by @RemoteSens_MDPI is out!

Read how cool technology, #drones, is used in novel fully automated algorithm to delineate individual spruce crown

https://t.co/GwgrTjVOuh
@ensmingerlab

#WednesdayWisdom

[Ingo Ensminger @ensmingerlab]

Final preps: Aravind, Qi, Siyu and Gregory

[Aravind Harikumar @aravind_geo]

Very excited to share our latest research on UAV based individual tree crown detection, delineation, and parameter estimation. #Drone #TreeDetection #VHROptical #RemoteSensing
Please find more details in our Remote Sensing paper:
https://t.co/NFUMCVvGhA

[Aravind Harikumar @aravind_geo]

Very excited to share our latest research on 3D tree stem modelling and branch-knot localization using Terrestrial Laser Scanning data!
Please find more details in the IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing paper:
https://t.co/dIGSv2eVAl

[UTM Biology @UTMBiology]

#MondayMotivation
Check Dr. Aravind Harikumar's paper in IEEE Xplore @IEEEXplore:
Fuzzy Approach to Individual Tree Crown Delineation in Uav Based Photogrammetric Multispectral Data

https://t.co/I8PXzNBqd0
Dr. Harikumar is #PostDoc in @ensmingerlab

[Koffler Scientific Reserve at Jokers Hill @ksr_jokershill]

🚨 Two days left to register for KSR's Webinar ft Dr. Aravind Harikumar's research: "Mapping Vegetation Traits using Drone Based Remote Sensing Time-series Data"! 🚨

Join us @ 7pm on Feb 25!

Register before Thurs, Feb 25 here: https://t.co/eKqYRjwR1m

[Aravind Harikumar @aravind_geo]

Will a reprojection of LiDAR remote sensing data help in improving structural information extraction from individuals trees in multilayered forest, and accurately predict the species? Yes! Our new article explains how!

https://t.co/bkLlxM60Wa