Slides

• Updates - September 19, 2024
  • Data Gathering
  • Data cleaning and preparation
  • Data cleaning and preparation
  • Initial NLP Efforts
  • Image Classification
• Updates - October 3, 2024
  • Data Gathering
  • Data gathering
  • Data cleaning
  • NLP Updates
  • Image Processing Updates
  • Image Processing
  • Iced
  • Screens
• Updates - October 17, 2024
  • NLP Updates
  • TFN/CBD Samples
  • Computer Vision Model Updates
  • Image Cleaning
  • Prediction Examples
  • Background: Vision-Language Models
  • VLMs are strong zero-shot learners
  • Our approach:
  • Potential options:
• Updates - October 31, 2024
  • Data Updates
  • NLP Updates
  • NLP Results
  • Additional NLP Updates
  • Datasets
  • Deliverable README
  • Deliverable (initial NLP protoype)
  • Model Setup…
  • Image Pre-Processing Updates
  • Pre-Processing Results
  • Model Re-Training
  • Pre-Processing Results
  • Other Vision Model Work
• Updates - November 14, 2024
  • Data gathering and preparation
  • NLP Updates
  • NLP Updates SCREEN variable
  • NLP Updates SCREEN variable
  • Computer Vision Updates
  • YOLO Pre-Processing Updates
  • YOLO Pre-Processing Updates Contd
  • Deployment Options for CV Models
  • Model Deployment Background
  • Option 1: Push/Pull to/from Huggingface Hub
  • Option 2: Cloud Services (e.g: AWS Sagemaker)
  • Option 3: Huggingface Inference Endpoints
  • What do we recommend:
• Updates - December 12, 2024
  • YOLO Pre-Processing Updates
  • VLM Examples
  • VLM In-Context Learning
  • NLP
  • Gaming Variable
  • Consolidating Data
  • Deliverable Update
• Automatic Detection of e-Cigarette Screens Using Artificial Intelligence Concept Proposal - July 2025
  • Background
  • Overview of e-Cigarette Screens
  • Vision Language Models
  • Data Processing Pipeline
  • Screen Detection Results
• Updates - Aug 7, 2025
  • Example e-Cigarette Images for Cooling Detection
  • Example Image
  • Example Image
  • Example Image
  • Control Image
  • Gap Analysis of Brands
  • Gap Analysis of Brands
  • Next Steps
  • NLP Concept Proposal
• Updates - Sep 4, 2025
  • e-Cigarette Screen Paper Draft Progress
  • e-Cigarette Juice Cooling Flavor Detection
  • Gap Analysis of Brand Franchises
  • NLP Updates
  • Flavor extraction
• Updates - Sep 18, 2025
  • Previous Response Issues
  • Updated Response (Example 1)
  • Updated Response (Example 2)
  • VLM Analysis - First 150 Products
  • Incorrectly Predicted Products
  • Next Steps
  • NLP Updates
• Updates - Oct 2, 2025
  • CV Updates
  • VLM Prompt Changes
  • VLM Response Changes
  • VLM Response Changes (continued)
  • Additional VLM Updates
  • NLP Updates
• Updates - Oct 16, 2025
  • Cooling Vape Juice Update
  • Expanding Cooling Flavor Detection