MediaForge
Variable 1: Hardware Classification
Crop to the handle and lock area before asking AI to classify the metal finish.
1
Upload all 63 images
Liberty Premium — 63-Image Hardware Test
Only the cropped handle and lock region is sent to AI.
Expected Black Chrome: 42Expected Brass: 15Expected Chrome: 6
0Uploaded
0Analyzed
0High Confidence
0Needs Review
0Failed
Drop all 63 mixed images here
JPG, PNG, and WebP. Images remain in this browser.
After upload, confirm that the red crop covers the lock and handle.2
Set the hardware crop
Use the first uploaded image as the template. Adjust until the red box includes the keypad/lock, handle spokes, center hub, and nearby trim—but excludes most of the safe body and open interior.
Upload images to preview the crop.
![Crop template preview]()
The same percentage crop is applied to all 63 images before each image is sent to the hardware classifier.
3
Analyze cropped hardware
Run the two-step hardware decision tree
First: Is it Brass? If not: Is it bright silver Chrome? If neither: Black Chrome.
Upload images and confirm the crop before starting.
4
Review hardware groups
0 / 42Black Chrome42 missing
0 / 15Brass15 missing
0 / 6Chrome6 missing
0Unclear / ReviewDrag corrections between groups
Black Chrome
0 imagesBrass
0 imagesChrome
0 imagesUnclear / Review
0 images5
Validate the hardware variable
Complete the 63-image cropped-hardware analysis to validate this variable.