nhk9680 / PatternRecognition

2019년 2학기 패턴인식
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PatternRecognition

2019년 2학기 패턴인식

image

Report PPT

Reference

official libraries


OpenCV BOWKmeansTrainer, BOWImageDesriptor

non-opencvBOW

peer's kaggle discussion


Result

코드 설명은 노트북에 동봉되어 있습니다.

Timeline image size L step size K accuracy changes
12/3 13/18/29 64 - 8 20 0.04964 weak feature, cv2.Bow
12/3 14/31/00 128 - 8 100 0.07978
12/3 21/53/07 256 - 8 200 0.16903
12/4 22/43/32 64 - 2 200 0.22104 strong feature, cv2.Bow
12/4 14/14/18 64 - 2 400 0.26182
12/4 22/35/12 64 0 2 200 0.21867 SPM adapt
12/4 23/47/12 64 1 2 200 0.27895
12/4 23/58/42 64 2 2 400 0.42021
12/5 01/48/16 64 2 2 800 0.42080
12/14 01/52/26 64 3 2 400 0.36329 train split 75%
12/14 09/57/54 64 4 2 400 0.35342 LDA adapt
12/14 10/47/56 64 4 2 400 0.37352 PCA adapt
12/14 11/33/54 256 2 2 400 0.38356