Categorizing lines on a shirt

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TASK

I am interested in detection of texture on a shirt i.e. whether there are -

1. Both Horizontal and vertical lines
2. Only Horizontal lines
3. Only Vertical lines
4. Neither Horizontal nor Vertical

My images are as under -

Category 1 : Both horizontal and vertical lines

Category 2 : Only Horizontal

Category 3 : Only Vertical

Category 4 : Neither Vertical nor Horizontal

Methods I have tried

I have tried -

1. Hough Lines -- A single line is broken into multiple lines. Results, were poor.
2. Feature Extraction -- I extracted keypoints using SIFT and SURF and tried to check their orientation, could not find any pattern.
3. Edge Detection -- I tried using Sobel Edge Detection, both in horizontal and vertical direction but could not figure out how to use that data.

QUESTION

How should I approach this task? What image processing algorithms should I use? How can I use the available OpenCV functionality?