SATTOM0108's repositories
Fruit-Images-Dataset
Fruits-360: A dataset of images containing fruits and vegetables
Food-Recipe-CNN
food image to recipe with deep convolutional neural networks.
ai-pneumonia-detection
Image recognition using AI to detect pneumonia in a patient by examining his Lung xray images.
Kaggle-X-Ray-Pneumonia
Image Recognition
ShazamForFood
Different algorithms for food recognition on the Food-11 dataset found here: https://www.kaggle.com/vermaavi/food11
Pneumonia-CT-recognition
利用incepotionV3对肺炎CT图片进行简单的病灶识别分类
pneumonia-xray-image-recognition
Detection of Pneumonia from Chest X-Ray Images using Convolutional Neural Network, and Transfer Learning using InceptionV3 model.
rsna-pneumonia
3rd place solution for RSNA pneumonia detection challenge
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.
rsna-challenge-2018
10th place solution for the RSNA Pneumonia Detection Challenge
Fruits360-Kaggle
Fruits 360 Kaggle Challenge - Solved
FoodAI
This is a repository containing the image recognition model i developed to recognize local singaporean food images
food_recognizer
依据cifar10的cnn网络使用三层卷积识别蔬菜水果图片