"No one is harder on a talented person than the person themselves" - Linda Wilkinson ; "Trust your guts and don't follow the herd" ; "Validate direction not destination" ;

February 04, 2019

Day #205 - Short ML Talks - Agriculture

Talk #1 - WACV18: DeepWheat: Estimating Phenotypic Traits from Crop Images with Deep Learning

Key Lessons
  • Working on Aerial Image



  • Automate Inspection for Bio-Mass
  • Plant counting high rise picture
  • Biomass Estimations
  • Non-Linear Regression
  • CNN for both
  • Plant Counting, Leaf Counting 





Talk #2 - Implementation of Deep Learning in Agriculture Crop Identification

Key Lessons
  • Identification of crop from satellite Images with crop based Deep Learning Models
  • Google map satellite imagery
  • Extract Image tiles and label them
  • Vegetation Index with Chlorophyl Content
  • Multispectral Imagery for Crop Health Analysis






Talk #3 - WACV18: Recognition of Pollen-bearing Bees from Video using Convolutional Neural Network

Key Lessons
  • Ecological aspects Bees Disappearing
  • Dataset setup
  • Identification and Activity Analysis









Next Talks

WACV18: An Animal Detection Pipeline for Identification
Face Liveness Detection Based on Perceptual Image Quality Assessment Features 
WACV18: Crowd Counting With Minimal Data Using Generative Adversarial Networks
WACV18: Workshop: CDBR: Cross-Domain Biometric Recognition Overview
WACV18: Workshop: CV-AAL: Calorific Expenditure Estimation Using Deep Convolutional Network Features
WACV18: Workshop: CV-AAL: Assessing Pain Levels From Videos Using Temporal Convolutional Networks

Happy Mastering DL!!!

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