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liboyin / img-classify

Household Object Recognition Challenge
GNU General Public License v2.0
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Manab's Timeline #10

Open manmax31 opened 9 years ago

manmax31 commented 9 years ago

SVM with Polynomial kernel gave the highest score till now with over 80% compared to RBF and LINEAR kernel. Tried RootSIFT instead of SIFT. GradientBoosting Classifier had a score of 63%. AdaBoost with kNN had a low score as well

liboyin commented 9 years ago

RootSIFT with kNN + euclidean distance gives accuracy of 75%

manmax31 commented 9 years ago

SIFT: Logistic 42% LDA 46% Decision Tree Classifier 36% Random Forest 46% AdaBoost with SVM 6% SVM Poly 70% Gaussian NB 26% KNN 78%-84% GradientBoost 48%

manmax31 commented 9 years ago

HOG: kNN - 40%

manmax31 commented 9 years ago

DAISY: kNN - 22%

manmax31 commented 9 years ago

GIST: kNN - 60 - 82% RandomForest - 44% Neural Network - 90% Large DataSet 1 Hidden Layer : 96% DNN: 97.12%