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k2015012's Projects

bagofwords icon bagofwords

Bag of words for image classification, a toy demo

chinese-number-gestures-recognition icon chinese-number-gestures-recognition

基于卷积神经网络的数字手势识别安卓APP,识别数字手势0-10(The number gestures recognition Android APP based on convolutional neural network(CNN), which can recognize the gestures corresponding number 0 to 10)

cn-deep-learning icon cn-deep-learning

https://cn.udacity.com/course/deep-learning-nanodegree-foundation--nd101/

criteria3d icon criteria3d

CRITERIA 3D provides a set of libraries and executables for agro-meteorological and climate analysis. It includes a numerical solution for three-dimensional water and heat flow in the soil, meteorological data interpolation, daily weather generator, radiation budget, snow accumulation and melt, plant development and plant water uptake.

grabcut-fcn icon grabcut-fcn

Improve the performance of traditional semi-automatic image segmentation algorithms (e.g. GrabCut) with U-Net

pneumonia-diagnosis-using-xrays-96-percent-recall icon pneumonia-diagnosis-using-xrays-96-percent-recall

BEST SCORE ON KAGGLE SO FAR , EVEN BETTER THAN THE KAGGLE TEAM MEMBER WHO DID BEST SO FAR. The project is about diagnosing pneumonia from XRay images of lungs of a person using self laid convolutional neural network and tranfer learning via inceptionV3. The images were of size greater than 1000 pixels per dimension and the total dataset was tagged large and had a space of 1GB+ . My work includes self laid neural network which was repeatedly tuned for one of the best hyperparameters and used variety of utility function of keras like callbacks for learning rate and checkpointing. Could have augmented the image data for even better modelling but was short of RAM on kaggle kernel. Other metrics like precision , recall and f1 score using confusion matrix were taken off special care. The other part included a brief introduction of transfer learning via InceptionV3 and was tuned entirely rather than partially after loading the inceptionv3 weights for the maximum achieved accuracy on kaggle till date. This achieved even a higher precision than before.

tf icon tf

tensorflow examples

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