/python-computer-vision

Project for study in computer vision post graduate ai

Primary LanguagePython

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Python Computer Vision

Project for class of computer vision post graduate

Concepts

  • Histogram
  • FFT
  • Filters
  • Binary
  • HOG
  • LBP

Histogram

Histogram

Results Train 1

Without filters

HOG

=== Metrics Naive ===

metrics results
accuracy_score 0.6834477498093059
precision_score 0.6524426501741896
recall_score 0.666374364560639
f1_score 0.6518675387518703

=== Metrics NKK ===

metrics results
accuracy_score 0.9290617848970252
precision_score 0.9306106017803727
recall_score 0.9253885257806826
f1_score 0.9252177610626369

=== Metrics SVM ===

metrics results
accuracy_score 0.9672006102212052
precision_score 0.9659173993204839
recall_score 0.9644281045751634
f1_score 0.9649075223144012

LBP

=== Metrics Naive ===

metrics results
accuracy_score 0.45461479786422576
precision_score 0.5094868028597436
recall_score 0.48101307189542486
f1_score 0.4340824827157281

=== Metrics KNN ===

metrics results
accuracy_score 0.8321891685736079
precision_score 0.8227714849922938
recall_score 0.8249818445896877
f1_score 0.8233397076167709

=== Metrics SVM ===

metrics results
accuracy_score 0.6414950419527079
precision_score 0.6552621557917319
recall_score 0.640622730573711
f1_score 0.6391266670652114