CNN digit recognizer implemented in Keras Notebook, Kaggle/MNIST (0.995). python machine-learning ai deep-learning keras jupyter-notebook cnn kaggle artificial-intelligence kaggle-competition mnist convolutional-neural-networks digit-recognition cnn-keras google-colab Updated Jul 9, 2021 Jupyter Notebook...
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Extract and solve sudoku from an image using Computer Vision and Deep Learning pythonopencvmachine-learningdeep-learningneural-networkimage-processingcnnsudoku-solversudokuconvolutional-neural-networksimage-segmentationcv2digital-image-processinghandwritten-digit-recognitionopencv-pythoncnn-classificationsudoku-solution...
python performRecognition.py -c <path to classifier file> -i <path to test image> ex - python performRecognition.py -c digits_cls.pkl -i photo_1.jpg Results Sample Image 1 Sample Image 2 TODO Add a CNN Based approach Reject bounding boxes lesser than some area Look into user errorsAbou...
CNN for Multi-Digit Classification This project explores how Convolutional Neural Networks (CNNs) can be used to effectively identify a series of digits from real-world images that are obtained from “The Street View House Numbers (SVHN) Dataset”. CNNs have evolved dramatically every year since...
machine-learning deep-learning python3 neural-networks supervised-learning mnist-classification multiclass-classification digit-recognition-mnist Updated Dec 17, 2020 Python purvit-vashishtha / Digit-Recognizer-App Star 1 Code Issues Pull requests App for MNIST Data using GitHub Pages. github-pages...
HANDWRITTEN BANGLA DIGIT RECOGNITION USING CNN WITH WEB APPLET: Bangla handwritten digit recognition is an efficient starting point for building an Optical Character Reader in the Bengali language. Lack of large dataset, Bangla digit recognition was not standardized previously. Handwritten digit recognition...
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Best Discovered Hyperparameter Combinations (with simple SequentialCNN) "optimizer": hp.Discrete([ ### learning_rate vs optimizer + scheduler=constant | quickly converges with low learning_rate=0.001 "Adam", # LR=0.1 + CyclicLR (else breaks) || LR=0.01 + constant/plateau2/linear_decay "Adam...
Optimizing Convolutional Neural Networks for Image Classification on Resource-Constrained Microcontroller Units. Computers 2024, 13, 173. [Google Scholar] [CrossRef] Ma, N.; Zhang, X.; Zheng, H.T.; Sun, J. ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design. In Proceedings...