Podcast
Questions and Answers
What is one of the most important tasks in the field of Computer Vision?
What is one of the most important tasks in the field of Computer Vision?
- Text recognition
- Image enhancement
- Object detection (correct)
- Facial recognition
What is a challenge for machines in Computer Vision?
What is a challenge for machines in Computer Vision?
- Generating 3D models from 2D images
- Enhancing image resolution
- Recognizing facial expressions
- Locating a specific object in an image (correct)
What does the integration of the latest research in AI with ArcGIS open up?
What does the integration of the latest research in AI with ArcGIS open up?
- Opportunities for speech recognition
- Opportunities for social media analysis
- Opportunities for weather prediction
- Opportunities for feature identification and land cover classification (correct)
What was showcased at the plenary session in the Esri User Conference this year?
What was showcased at the plenary session in the Esri User Conference this year?
What is a common challenge in creating tax assessment rolls?
What is a common challenge in creating tax assessment rolls?
Why are pools typically added to assessment records?
Why are pools typically added to assessment records?
What do tax assessors at local government agencies have to rely on for creating tax assessment rolls?
What do tax assessors at local government agencies have to rely on for creating tax assessment rolls?
What type of imagery was used for the detection of swimming pools at the Esri User Conference?
What type of imagery was used for the detection of swimming pools at the Esri User Conference?
What kind of research has the field of Object Detection witnessed recently?
What kind of research has the field of Object Detection witnessed recently?
What does the integration of the latest research in AI with ArcGIS open up opportunities for?
What does the integration of the latest research in AI with ArcGIS open up opportunities for?
What is the advantage of using just 3 bands in satellite imagery for training a model?
What is the advantage of using just 3 bands in satellite imagery for training a model?
Why was the initial model fine-tuned using RGB bands from NAIP imagery not successful?
Why was the initial model fine-tuned using RGB bands from NAIP imagery not successful?
Why did using NDVI (colorized) NAIP imagery not yield the expected results?
Why did using NDVI (colorized) NAIP imagery not yield the expected results?
What advantage does the USA NAIP Imagery: Color Infrared offer over using RGB bands for detecting swimming pools?
What advantage does the USA NAIP Imagery: Color Infrared offer over using RGB bands for detecting swimming pools?
What issue was identified with the initial approach of chipping out images from the shapefile?
What issue was identified with the initial approach of chipping out images from the shapefile?
What was the primary reason for introducing asymmetry when chipping out images?
What was the primary reason for introducing asymmetry when chipping out images?
Why were truncated bounding boxes included after initially being ignored?
Why were truncated bounding boxes included after initially being ignored?
What is the primary purpose of using GIS and AI in the context of finding neglected pools?
What is the primary purpose of using GIS and AI in the context of finding neglected pools?
Why was it challenging to detect neglected pools in warmer climates using imagery?
Why was it challenging to detect neglected pools in warmer climates using imagery?
What dataset did the team struggle to find when searching for data on the Internet?
What dataset did the team struggle to find when searching for data on the Internet?
What is the main advantage of using ArcGIS Pro for labeling swimming pool locations?
What is the main advantage of using ArcGIS Pro for labeling swimming pool locations?
What did the team use to create labeled image chips needed to train a deep learning model?
What did the team use to create labeled image chips needed to train a deep learning model?
What type of imagery was chosen for detecting pools due to its free availability throughout the US?
What type of imagery was chosen for detecting pools due to its free availability throughout the US?
Why did the team choose Nearmap imagery for classifying pools as clean or green?
Why did the team choose Nearmap imagery for classifying pools as clean or green?
What is an important consideration for training deep learning models?
What is an important consideration for training deep learning models?
What type of optimizer was used for training the object detector?
What type of optimizer was used for training the object detector?
What did the team use as the base model for creating an object detection model?
What did the team use as the base model for creating an object detection model?
What is a common challenge in the field of Computer Vision?
What is a common challenge in the field of Computer Vision?
What is the main advantage of integrating the latest research in AI with ArcGIS?
What is the main advantage of integrating the latest research in AI with ArcGIS?
Why are pools typically added to assessment records?
Why are pools typically added to assessment records?
What was showcased at the plenary session in the Esri User Conference this year?
What was showcased at the plenary session in the Esri User Conference this year?
Why was it challenging to detect neglected pools using aerial imagery?
Why was it challenging to detect neglected pools using aerial imagery?
What does the integration of the latest research in AI with ArcGIS open up opportunities for?
What does the integration of the latest research in AI with ArcGIS open up opportunities for?
Why did the team choose Nearmap imagery for classifying pools as clean or green?
Why did the team choose Nearmap imagery for classifying pools as clean or green?
What type of imagery was chosen for detecting pools due to its free availability throughout the US?
What type of imagery was chosen for detecting pools due to its free availability throughout the US?
What was the primary reason for introducing asymmetry when chipping out images?
What was the primary reason for introducing asymmetry when chipping out images?
What was the primary reason for introducing asymmetry when chipping out images?
What was the primary reason for introducing asymmetry when chipping out images?
What is the primary advantage of using NAIP imagery for detecting pools?
What is the primary advantage of using NAIP imagery for detecting pools?
Why did the team label around 2,000 swimming pools in cities in Southern California?
Why did the team label around 2,000 swimming pools in cities in Southern California?
What was the primary reason for using Resnet-34 as the base model for creating an object detection model?
What was the primary reason for using Resnet-34 as the base model for creating an object detection model?
What challenge does the team face in finding neglected pools in warmer climates?
What challenge does the team face in finding neglected pools in warmer climates?
What is the advantage of using Nearmap imagery for classifying pools as clean or green?
What is the advantage of using Nearmap imagery for classifying pools as clean or green?
Why did the team choose to use ArcGIS Pro for labeling swimming pool locations?
Why did the team choose to use ArcGIS Pro for labeling swimming pool locations?
What is an important consideration for training deep learning models?
What is an important consideration for training deep learning models?
Why did the team create a shapefile containing the labeled pool locations using ArcGIS Pro?
Why did the team create a shapefile containing the labeled pool locations using ArcGIS Pro?
Why was SSD with Focal Loss architecture used for training the object detector?
Why was SSD with Focal Loss architecture used for training the object detector?
What type of optimizer was used for training the object detector?
What type of optimizer was used for training the object detector?
Why did the team encounter a problem with the initial model fine-tuned using RGB bands from NAIP imagery?
Why did the team encounter a problem with the initial model fine-tuned using RGB bands from NAIP imagery?
What was the primary reason for introducing asymmetry when chipping out images?
What was the primary reason for introducing asymmetry when chipping out images?
Why did using NDVI (colorized) NAIP imagery not yield the expected results?
Why did using NDVI (colorized) NAIP imagery not yield the expected results?
What advantage does the USA NAIP Imagery: Color Infrared offer over using RGB bands for detecting swimming pools?
What advantage does the USA NAIP Imagery: Color Infrared offer over using RGB bands for detecting swimming pools?
What was showcased at the plenary session in the Esri User Conference this year?
What was showcased at the plenary session in the Esri User Conference this year?
Why were truncated bounding boxes included after initially being ignored?
Why were truncated bounding boxes included after initially being ignored?
What dataset did the team struggle to find when searching for data on the Internet?
What dataset did the team struggle to find when searching for data on the Internet?
What is a common challenge in creating tax assessment rolls?
What is a common challenge in creating tax assessment rolls?
What type of imagery was chosen for detecting pools due to its free availability throughout the US?
What type of imagery was chosen for detecting pools due to its free availability throughout the US?
What is the main advantage of using ArcGIS Pro for labeling swimming pool locations?
What is the main advantage of using ArcGIS Pro for labeling swimming pool locations?
