## 4 Experiments
### Data Collection and Augmentation
\begin{table}
\begin{tabular}{l c c c} \hline \hline
**Registration** & **Product Type** & **International Classification** & **Models Applied** \\
**Number** & **Product Type** & **Classification** & **Models Applied** \\ \hline
3009137110000 & Robotic Vacuum & 15-05 & (1,11)E, (1,21)K, (1,42)N, (1,84)O \\
3005633730000 & Nail Clippers & 28-03 & (1,11)E, (1,21)K, (1,42)N, (1,84)O \\
3006880350000 & Automotive Rear Combination Lamp & 26-06 & (1,11)E, (1,21)K, (1,42)N, (1,84)O \\
3007892610000 & Hair Dryer & 28-03 & (1,10)F, (1,21)K, (1,42)N, (1,84)O \\
300492580000 & Hair Dryer & 28-03 & (1,10)F, (1,21)K, (1,42)N, (1,84)O \\
3009277940000 & Hairdressing Scissors & 28-03 & (1,10)F, (1,21)K, (1,42)N, (1,84)O \\
3009664240000 & Infant Head Protector & 02-03 & (1,10)F, (1,21)K, (1,42)N, (1,84)O \\
3010776320000 & Cheering Equipment & 21-03 & (1,10)F, (1,21)K, (1,42)N, (1,84)O \\
3007488730000 & Nail Clippers & 28-03 & (1,10)F, (1,21)K, (1,42)N, (1,84)O \\
300681287000 & Doll & 21-01 & (1,10)F, (1,21)K, (1,42)N, (1,84)O \\
30057772000 & Electric Hair Straighttener & 28-03 & (1,10)F, (1,21)K, (1,42)N, (1,84)O \\
3008308700700 & General Beauty Scissors & 08-03 & (1,10)F, (1,21)K, (1,42)N, (1,84)O \\
3006813180000 & Hair Brush & 04-02 & (1,10)F, (1,21)K, (1,42)N, (1,84)O \\
300729800000 & Electric Hair Straighttener & 28-03 & (1,11)G, (1,21)L, (1,42)N, (1,84)O \\
3009442540000 & Nail Clippers with Magnifying Glass Attached & 28-03 & (1,11)G, (1,21)L, (1,42)N, (1,84)O \\
3010468310000 & Head Guard & 02-99 & (1,11)G, (1,21)L, (1,42)N, (1,84)O \\
3007845090000 & Stationery Scissors & 08-03 & (1,11)G, (1,21)L, (1,42)N, (1,84)O \\
3006955750000 & Doll & 21-01 & (1,11)G, (1,21)L, (1,42)N, (1,84)O \\
3008976800000 & Cheering Tool & 21-03 & (1,11)G, (1,21)L, (1,42)N, (1,84)O \\
300931576000 & Doll & 21-01 & (1,11)G, (1,21)L, (1,42)N, (1,84)O \\
301121293000 & Cheering Tool & 21-03 & (1,11)G, (1,21)L, (1,42)N, (1,84)O \\
3008380780000 & Beauty Thinning Scissors & 08-03 & (1,11)G, (1,21)L, (1,42)N, (1,84)O \\
300905230000 & Hair Dryer & 28-03 & (1,11)G, (1,21)L, (1,42)N, (1,84)O \\
3011182010000 & Infant Head Protection & 02-03 & (1,11)G, (1,21)L, (1,42)N, (1,84)O \\
3005633760000 & Nail Clippers & 28-03 & (1,10)H, (1,21)L, (1,42)N, (1,84)O \\
3010696720000 & Cheering Equipment & 21-03 & (1,10)H, (1,21)L, (1,42)N, (1,84)O \\
3007449670000 & Hair Brush & 04-02 & (1,10)H, (1,21)L, (1,42)N, (1,84)O \\
3010122570000 & Nail Clippers & 28-03 & (1,10)H, (1,21)L, (1,42)N, (1,84)O \\
3011236760000 & Cheering Light Stick & 21-03 & (1,10)H, (1,21)L, (1,42)N, (1,84)O \\
3009505920000 & Infant Head Protector & 02-99 & (1,10)H, (1,21)L, (1,42)N, (1,84)O \\
3005480740000 & Hand Puppet & 21-01 & (1,10)H, (1,21)L, (1,42)N, (1,84)O \\
3011211790000 & Cheering Tool & 21-03 & (1,10)H, (1,21)L, (1,42)N, (1,84)O \\
3008039980000 & Hair Styler & 28-03 & (1,10)H, (1,21)L, (1,42)N, (1,84)O \\
3007797260000 & Cheering Glow Stick & 21-03 & (1,10)H, (1,21)L, (1,42)N, (1,84)O \\ \hline \hline \end{tabular}
\end{table} 
Table 2: Design rights used for the experiment. Through these various image augmentations, we increased the model's accuracy even with the initial small set of images.