Post
1902
📢 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.
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.