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Chapter 8 - Cloud APIs for Computer Vision: Up and Running in 15 Minutes

Note: All images in this directory, unless specified otherwise, are licensed under CC BY-NC 4.0.

Figure List

Figure number Description
8-1 Sample of Clarifai’s results
8-2 Sample of Microsoft Cognitive Services results
8-3 Sample of Google Cloud Vision’s results
8-4 Sample of Amazon Rekognition’s results
8-5 Sample of IBM Watson’s Visual Recognition results
8-6 Sample of Algorithmia’s style transfer results
8-7 A cost comparison of different cloud-based vision APIs
8-8 WER for different text extraction APIs as of August 2019
8-9 Averaged faces among different gender and skin tone, from Pilot Parliaments Benchmark (PPB)
8-10 Face detection comparison across APIs, tested in April and May 2017 on the PPB
8-11 Face detection comparison across APIs in August 2018 on the PPB, conducted by Inioluwa Deborah Raji et al.
8-12 Image-tagging API performance on geographically diverse images from the Dollar Street dataset
8-13 Average accuracy (and standard deviation) of six cloud APIs versus income of the household where the images were collected
8-14 Creating a new project in Custom Vision
8-15 Uploading images on CustomVision.ai
8-16 The Train button in the upper-right corner of the CustomVision.ai page
8-17 Relative precision and recall for our sample training set with 200 images per class
8-18 Some of the possible tags returned by the API
8-19 A chart showing the F1 score for custom classifier services, as of August 2019 (higher is better)
8-20 Effect of varying size of training data per class on test F1 score (higher is better)
8-21 Effect of resizing an image on agreement rate and file size reduction relative to the original image
8-22 Effect of compressing an image on agreement rate and file size reduction relative to the original image
8-23 The Uber Drivers app prompts the driver to take selfie to verify the identity of the driver
8-24 Giphy extracts text from animations as metadata for searching
8-25 Detections made by InDro Robotics
8-26 Drone identifies two stranded swimmers and releases an inflatable pod that they cling onto