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Using AI to Power Your Images
Doug Sillars
Mobile Era
November 8, 2019
Contact Me:
@DougSillars
Doug.Sillars@gmail.com
www.dougsillars.com
Doug Sillars
Freelance Developer Relations
Performance Audits: Web/Native
Workshops:
Performance/Images/Video/AR/ML
http://bit.ly/HighPerformanceAndroidApps
Images Dominate the Web
HTTPArchive mobile websites 04/2019
Image Prep for the Web
Image Prep for the Web
Image Prep for the Web
Image Prep for the Web
Image Prep for the Web
Shortcuts for Image Prep?
Shortcuts for Image Prep?
Ensure You are delivering the optimal image
Shortcuts: Taking screenshots of Photoshop
Shortcuts for Image Prep?
Images on the web named screen*shot
426,000 screenshots live on the web
April 2019
Images on the web named screen*shot
106,000 sites with Screen Shots
April 2019
Images on the web named screen*shot
5M sites tested
106,000 sites with Screen Shots
Images on the web named screen*shot
5M sites tested
106,000 sites with Screen Shots 2.1%
of the
web!
=
Image Formats – Screenshots -> JPG
https://dougsillars.com/2019/02/10/using-screenshots-in-production/
Sometimes our Shortcuts have lasting effects
Shortcuts for Image Prep?
Shortcuts for Image Prep?
Shortcuts for Image Prep?
https://res.cloudinary.com/dougsillars/image/upload/c_crop,h_1000,w_1000,q_auto,f_auto/v1558503538/doug_headshot_alps
_tfzado.jpg
Shortcuts for Image Prep?
https://res.cloudinary.com/dougsillars/image/upload/c_crop,h_1000,w_1000,q_auto,f_auto/v1558503538/doug_headshot_alps
_tfzado.jpg
120 KB
Shortcuts for Image Prep?
Shortcuts for Image Prep?
https://res.cloudinary.com/dougsillars/image/upload/c_crop,h_1080,w_1000,q_auto,f_auto/
v1558504239/IMG_20160527_131042692_HDR_c21a3k.jpg
Shortcuts for Image Prep
Manual crop
Shortcuts for Image Prep
Manual crops are not a shortcut
Shortcuts for Image Prep: Detection of Objects
https://res.cloudinary.com/dougsillars/image/upload/g_auto,c_crop,w_1000,h_1000/
v1558504239/IMG_20160527_131042692_HDR_c21a3k.jpg
Image Cropping in Production: Twitter
Image Cropping in Production: Twitter
https://blog.twitter.com/engineering/en_us/topics/infrastructure/2018/Smart-Auto-Cropping-of-Images.html
Object Detection Using Machine Learning
• ImageAI library
• Tensorflow based
• Need Image Model Library
detector = ObjectDetection()
detector.setModelTypeAsRetinaNet()
detector.setModelPath( os.path.join(execution_path , "resnet50_coco_best_v2.0.1.h5"))
detector.loadModel()
detections = detector.detectObjectsFromImage(input_image=os.path.join(execution_path , "berwickontweed.jpg"),
output_image_path=os.path.join(execution_path , "resnet.jpg"))
resnet=plt.imread('resnet.jpg')
Object Detection Using Machine Learning
Object Detection Using Machine Learning
Object Detection with Machine Learning
Object Detection
• Cropping
Object Detection
• Cropping
• Blurring objects
Object Detection
• Cropping
• Blurring objects
• Object Removal
http://bit.ly/bootsphoto
Object Detection
• Cropping
• Blurring objects
• Object Removal
• Alt Text Creation
Object Detection
• Cropping
• Blurring objects
• Object Removal
• Alt Text Creation
Alt = “A Person and 2 dogs”
If the Object is not Modeled…
If the Object is not Modeled…
•person : 99.72
•dog : 88.67
•dog : 96.92
…Try a new library
• https://llama.vision
…Try a new library
• https://llama.vision
ML ALT text in production
ML ALT text in production
alt="Image may contain:
bridge, sky, tree,
outdoor, water and
nature"
ML ALT text in production
alt="Image may
contain: dog"
…Or you can train a model
Object Detection Using Machine Learning
Google Object Detection
Google Object Detection: Model Creation
Google Object Detection: Model Creation
Google Object Detection: Model Creation
Google Object Detection: Model Creation
Train Your Model
Precision: How often Model’s
predictions were correct. In this case
1/6 is a false positive
Recall: How often model found
known objects. 1/6 is a missed
prediction.
Deploy Model and Use
Deploy Model and Use
Model Results!!
Model Results!!
Image Fix 1: Cropping
Image Fix 1: Cropping
Image Fix 1: Cropping
Image Fix 2: Inpainting
Image Fix 2: Inpainting
Create a mask of the area
Image Fix 2: Inpainting
Create a mask of the area
Image Fix 2: Inpainting
Image Fix 2: Inpainting
InPaint: Works well on single color areas
InPaint: Works Not So well with lots of color
Tricking InPaint
Remove “outlier” colors from
the border
Use the inside as inpainting area
Tricking InPaint
Convert to Grayscale
colors are 0 – 255 (1D)
Kmeans to bucket the colors
Tricking InPaint
Tricking InPaint
10 most common gray colors found
Tricking InPaint
10 most common gray colors found
Frequency
Tricking InPaint 1. Loop through Color list
Tricking InPaint 2. Ignore the White Center
Tricking InPaint
3. If Color is an outlier
(lower than 25th percentile
Higher than 75th)
Mask and replace
Tricking InPaint
Tricking InPaint
Tricking InPaint
Ai powered images-mobileera
Sunglasses Project
Sunglasses Project
Manually edit 1,000s of glasses?
Sunglasses Project
Sunglasses Project
Sunglasses Project
Sunglasses Project
1. Remove Background
Sunglasses Project
1. Remove Background
Sunglasses Project
2. Make (slightly) transparent
https://res.cloudinary.com/dougsillars/image
/upload/e_make_transparent,o_70/v1558760
129/6658.png
Train a model!
Want to minimize frame capture
Train a model!
Beginning
Find the arms
Find the arms
Finding an Odd number: Fail
Modify the border around the arms
Inpaint and upload
Putting it all together
https://res.cloudinary.com/dougsillars/image/upload/v1558855691/IMG_20181207_163533_ibfm7a.jpg
Putting it all together
https://res.cloudinary.com/dougsillars/image/upload/c_crop,g_face,w_1500,h_1500/v1558855691/IMG_2018120
7_163533_ibfm7a.jpg
Putting it all together
https://res.cloudinary.com/dougsillars/image/upload/c_crop,g_face,w_1500,h_1500/v1558855691/IMG_2018120
7_163533_ibfm7a.jpg
l_6558_f,o_80,e_make_transparent/
Putting it all together
https://res.cloudinary.com/dougsillars/image/upload/c_crop,g_face,w_1500,h_1500/l_6558_f,o_80,e_make_transparent/
g_adv_eyes,fl_layer_apply/v1558855691/IMG_20181207_163533_ibfm7a.jpg
Demo Time
https://res.cloudinary.com/dougsillars/image/upload/c_crop,g_face,w_1500,h_1500/l_6558_f,o_80,e_make_transparent/
g_adv_eyes,fl_layer_apply/v1558855691/IMG_20181207_163533_ibfm7a.jpg
Conclusion
• Image processing with AI and ML can simplify image prep for the web
• Cropping
• Blurring
• Object removal
• Alt text
Love Building with Video and Images?
Media Developer Expert
mde-comm@cloudinary.com
Become a

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Notas do Editor

  1. https://twitter.com/SteveStuWill/status/1186653595518652416