Project for class of computer vision post graduate
- Histogram
- FFT
- Filters
- Binary
- HOG
- LBP
Without filters
=== 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 |
=== 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 |