bag-of-words

Python Implementation of Bag of Words for Image Recognition using OpenCV and sklearn | Video

Training the classifier

python findFeatures.py -t dataset/train/

python getClass.py -t dataset/test --visualize

The --visualize flag will display the image with the corresponding label printed on the image/

python getClass.py -i dataset/test/aeroplane/test_1.jpg --visualize

If you get

AttributeError: 'LinearSVC' object has no attribute 'classes_'

error, then simply retrain the model.

Name		Name	Last commit message	Last commit date
Latest commit History 1 Commit
dataset/train		dataset/train
docs/images		docs/images
f-score		f-score
ic-data		ic-data
.gitignore		.gitignore
README.md		README.md
accuracy_evaluation_example.py		accuracy_evaluation_example.py
bag-of-words.iml		bag-of-words.iml
bof.pkl		bof.pkl
confusionmatrix.py		confusionmatrix.py
evaluate.py		evaluate.py
findFeatures2.py		findFeatures2.py
getClass2.py		getClass2.py
imutils.py		imutils.py
sift.py		sift.py
test.py		test.py
utils.py		utils.py