Explainable Visual Attribute Recognition

AI-Powered Campus Dress Code Scanner

Upload a photo or use your webcam to scan clothing in real time. The AI detects garments, measures body exposure, checks formality, and explains its decision with handbook citations, not just a pass/fail label.

Start Scanning Learn More
0
Decision Scores
0
Attributes
0
Reasoning Latency
shirt_formal · 0.92
trousers · 0.87
shoes_closed · 0.91
Live Scanner

Scan an outfit

Choose a policy profile then upload an image or scan live with your webcam.

Drag & drop an image

or browse files · JPG, PNG, WEBP

Results will appear here

Upload or capture an outfit to see garments, exposure, fired rules and an explainable decision.

The Pipeline

How the verdict is decided

The neural models detect only observable visual attributes. Transparent, auditable rule engine renders every compliance decision.

  1. 01ImageFrame
  2. 02Person DetectionYOLO11
  3. 03Garment ClassificationYOLO11
  4. 04Attribute RecognitionFashionSigLIP
  5. 05Exposure MeasurementMeta Sapiens
  6. 06Policy RulesRule engine
  7. 07Four-ScoreScoring
  8. 08Explainable DecisionExplainer
01

Perceive

Each individual is detected and tracked, their garments classified by slot (upper, lower, footwear), and attributes such as sleeve length and hemline recognised.

02

Measure

Human body parsing computes skin-exposure ratios for each region (shoulder, midriff, thigh, knee) geometrically, never inferred from appearance.

03

Reason

A transparent, JSON-configurable rule engine evaluates the active campus profile and triggers only the rules whose conditions are satisfied.

04

Explain

Every verdict is issued with four calibrated scores with detailed explanation, the relevant handbook citation, and a verified remediation when a violation is detected.

Why Clothic AI?

Evidence over impression

Hover each principle to see what makes a verdict defensible, not just a guess.

Real-time webcam scanning

Continuous scan mode captures a frame every few seconds and overlays the live decision on your feed.

Explainable decisions

Every verdict cites the exact handbook rule that fired - auditable, not a black box.

Configurable profiles

Swap policy profiles (Standard, Exam Day, Lab Safety) with no model retraining.

Four-score methodology

Exposure, formality, compliance and uncertainty - richer than a binary pass/fail.