📢 Old Research Alert: Making Computer Vision Models Smaller & Smarter!
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📢 Old Research Alert: Making Computer Vision Models Smaller & Smarter!
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Years ago, I coded an optimization in the first layers of a convolutional neural network (computer vision) and ended never posting here. The optimization decreases the number of parameters while increasing accuracy. The optimization relies in separating (branching) chromatic and achromatic information through the layers of a neural network.
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Years ago, I coded an optimization in the first layers of a convolutional neural network (computer vision) and ended never posting here. The optimization decreases the number of parameters while increasing accuracy. The optimization relies in separating (branching) chromatic and achromatic information through the layers of a neural network.
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YouTube videos:
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YouTube videos:
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https://www.youtube.com/watch?v=u4vZZmBMFLw
https://www.youtube.com/watch?v=u4vZZmBMFLw
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https://www.youtube.com/watch?v=-BD293yqdKI
https://www.youtube.com/watch?v=-BD293yqdKI
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Source codes:
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Source codes:
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https://github.com/joaopauloschuler/two-branch-plant-disease
https://github.com/joaopauloschuler/two-branch-plant-disease
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https://github.com/joaopauloschuler/two-path-noise-lab-plant-disease
https://github.com/joaopauloschuler/two-path-noise-lab-plant-disease
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Research papers:
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Research papers:
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https://www.researchgate.net/publication/361511874_Color-Aware_Two-Branch_DCNN_for_Efficient_Plant_Disease_Classification
https://www.researchgate.net/publication/361511874_Color-Aware_Two-Branch_DCNN_for_Efficient_Plant_Disease_Classification
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https://www.researchgate.net/publication/355215213_Reliable_Deep_Learning_Plant_Leaf_Disease_Classification_Based_on_Light-Chroma_Separated_Branches
https://www.researchgate.net/publication/355215213_Reliable_Deep_Learning_Plant_Leaf_Disease_Classification_Based_on_Light-Chroma_Separated_Branches
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May the force be with you.
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May the force be with you.
📢 Old Research Alert: Making Computer Vision Models Smaller & Smarter!

Years ago, I coded an optimization in the first layers of a convolutional neural network (computer vision) and ended never posting here. The optimization decreases the number of parameters while increasing accuracy. The optimization relies in separating (branching) chromatic and achromatic information through the layers of a neural network.

YouTube videos:
https://www.youtube.com/watch?v=u4vZZmBMFLw
https://www.youtube.com/watch?v=-BD293yqdKI

Source codes:
https://github.com/joaopauloschuler/two-branch-plant-disease
https://github.com/joaopauloschuler/two-path-noise-lab-plant-disease

Research papers:
https://www.researchgate.net/publication/361511874_Color-Aware_Two-Branch_DCNN_for_Efficient_Plant_Disease_Classification
https://www.researchgate.net/publication/355215213_Reliable_Deep_Learning_Plant_Leaf_Disease_Classification_Based_on_Light-Chroma_Separated_Branches

May the force be with you.
🚀
sahal1 John6666 EdwinSanDev dantezxcd