1. Automatic Advertisement Rating
Week 9
Mentors: Dr. Mubarak Shah, Dong Zhang, Amir Mazaheri
REU Student: Brian Mora

2. This week Feature Extraction More Ranking SVM Experiments
More SVR Experiments

3. Feature Extraction
TRECVID Concepts
1x60
SentiBank Scores
1x1200

4. Ranking SVM
Separate SVM for each brand (using likes/views for ranking)
Single SVM for all brands (using likes/views for ranking)

5. Ranking SVM Results Separate SVM for each Brand (Reporting Error)
Geico
Heineken
Mazda
McDonald
T-mobile
Toyota
Burger King
Budweiser
Coca-Cola
Average
Original Attributes
Refined Attributes
VGG
0.4
TRECVID
0.3
0.7
E on random

6. Single SVM for All Brands
Ranking SVM Results
Single SVM for All Brands
Original Attributes
New Attributes
VGG
TRECVID
Random
Error

7. SVR Results (Reporting RMSE)
SVR (All Brands)
Original Attributes
Refined Attributes
VGG
TRECVID
Geico
Heineken
Mazda
McDonald
T-mobile
Toyota
Burger King
Budweiser
Coca-Cola
Average
Original Attributes
Refined Attributes
VGG
0.0036
TRECVID

8. SVR Results