Day #304 - Analysis of Deep Fashion Dataset - LandmarkDetection

Three different poses

8 localization points only 4 is not null in all columns
Different visibility value options (0,1,2) - visibility: v=2 visible; v=1 occlusion; v=0 not labeled

One model for each category we need to do
The top-level has 3 generic categories:

• 1: “top” (upper-body clothes such as jackets, sweaters, tees, etc.)
• 2: “bottom” (lower-body clothes such as jeans, shorts, skirts, etc.)
• 3: “long” (full-body clothes such as dresses, coats, robes, etc.)

The implementation is defined in paper - Link
Data - Link

Architecture Implementation

Data Analysis of the Dataset for Non-Zero Columns

• image_name                   0
• landmark_visibility_1        0
• landmark_location_x_1        0
• landmark_location_y_1        0
• landmark_visibility_2        0
• landmark_location_x_2        0
• landmark_location_y_2        0
• landmark_visibility_3        0
• landmark_location_x_3        0
• landmark_location_y_3        0
• landmark_visibility_4        0
• landmark_location_x_4        0
• landmark_location_y_4        0
• landmark_visibility_5    30972
• landmark_location_x_5    30972
• landmark_location_y_5    30972
• landmark_visibility_6    30972
• landmark_location_x_6    30972
• landmark_location_y_6    30972
• landmark_visibility_7    73003
• landmark_location_x_7    73003
• landmark_location_y_7    73003
• landmark_visibility_8    73003
• landmark_location_x_8    73003
• landmark_location_y_8    73003

Non-zero columns

• landmark_visibility_1        0
• landmark_location_x_1        0
• landmark_location_y_1        0
• landmark_visibility_2        0
• landmark_location_x_2        0
• landmark_location_y_2        0
• landmark_visibility_3        0
• landmark_location_x_3        0
• landmark_location_y_3        0
• landmark_visibility_4        0
• landmark_location_x_4        0
• landmark_location_y_4        0

Happy Learning!!!