We propose sixteen category real-word corruptions and implement them. The real-world corruptions contain three categories, each of which contained five severity levels. The real-world corruptions is described in the following table.
Camera Damage
Fog (F)
Lens Obstruction (LO)
Focus Motor Damage (FM-D)
CCD Sensor Damage (CCD-D)
CMOS Sensor Damage (CMOS-D)
Image Signal Processor Damage
Insufficient Black Level Correction (I-BLC)
Excessive Black Level Correction (E-BLC)
Lens Shading Correction Damage (LSC-D)
Automated White Balance Damage (AWB-D)
Bad Pixel Correction Damage (BPC-D)
Colour Filter Array Interpolation Damage (CFAI-D)
Gamma Correction Damage (GC-d)
Colour Space Conversion Damage (CSC-D)
Board-level Damage
Synchronization Exceptions (SE)
Memory Exceptions (ME)
Transfer Harness Exceptions (THE)