Research on Pattern Recognition in the Integration of Traditional Cultural Elements with Modern Design Concepts
Mar 19, 2025
About this article
Published Online: Mar 19, 2025
Received: Nov 05, 2024
Accepted: Feb 12, 2025
DOI: https://doi.org/10.2478/amns-2025-0356
Keywords
© 2025 Shengxue Lei, published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
Figure 1.
Overall comparison results for MNIST
| Data set | Balance ratio | 10 | 100 | 200 | |||
|---|---|---|---|---|---|---|---|
| Noise ratio | 20% | 40% | 20% | 40% | 20% | 40% | |
| MNIST | Normal | 89.60% | 81.64% | 62.98% | 50.41% | 50.63% | 49.32% |
| Co-teaching | 91.20% | 83.56% | 65.53% | 51.69% | 52.92% | 51.04% | |
| JoCoR | 92.77% | 84.03% | 67.02% | 53.92% | 52.16% | 52.17% | |
| ELR+ | 91.91% | 83.15% | 67.84% | 57.46% | 56.61% | 53.58% | |
| CDR | 92.82% | 83.77% | 66.79% | 59.57% | 57.11% | 54.51% | |
| CB-Focal | 93.50% | 89.89% | 69.69% | 65.12% | 58.73% | 57.31% | |
| LDAM-DRW | 91.49% | 87.28% | 65.74% | 64.44% | 59.89% | 60.49% | |
| BALMS | 91.95% | 87.53% | 71.83% | 71.04% | 60.85% | 62.17% | |
| RIDE (3 experts) | 93.60% | 89.69% | 76.40% | 73.91% | 68.07% | 66.80% | |
| PaCo | 94.93% | 91.08% | 78.55% | 73.75% | 69.92% | 68.26% | |
| Me-Momentum | 95.80% | 94.41% | 84.69% | 82.21% | 79.12% | 75.15% | |
| This model | 98.16% | 97.38% | 95.59% | 92.18% | 88.17% | 85.39% | |
Overall comparison results for CIFAR-10
| Data set | Balance ratio | 10 | 100 | 200 | |||
|---|---|---|---|---|---|---|---|
| Noise ratio | 20% | 40% | 20% | 40% | 20% | 40% | |
| MNIST | Normal | 80.01% | 70.27% | 62.17% | 57.33% | 57.70% | 52.92% |
| Co-teaching | 80.52% | 71.01% | 63.08% | 57.79% | 58.89% | 55.11% | |
| JoCoR | 80.65% | 73.14% | 64.22% | 59.85% | 59.48% | 53.91% | |
| ELR+ | 83.07% | 73.68% | 65.99% | 61.13% | 59.86% | 55.97% | |
| CDR | 81.47% | 74.64% | 65.05% | 63.12% | 54.04% | 57.14% | |
| CB-Focal | 82.47% | 71.69% | 61.57% | 59.87% | 43.71% | 37.56% | |
| LDAM-DRW | 82.91% | 73.83% | 67.03% | 63.17% | 60.62% | 56.85% | |
| BALMS | 84.05% | 75.11% | 70.54% | 67.61% | 64.06% | 60.81% | |
| RIDE (3 experts) | 84.61% | 76.67% | 72.94% | 68.76% | 65.62% | 63.01% | |
| PaCo | 84.25% | 77.82% | 73.44% | 70.37% | 67.11% | 63.81% | |
| Me-Momentum | 84.50% | 80.09% | 73.02% | 71.04% | 66.84% | 64.42% | |
| This model | 85.13% | 81.64% | 78.25% | 76.39% | 73.29% | 70.27% | |
Overall comparison results for F-MNIST
| Data set | Balance ratio | 10 | 100 | 200 | |||
|---|---|---|---|---|---|---|---|
| Noise ratio | 20% | 40% | 20% | 40% | 20% | 40% | |
| MNIST | Normal | 79.99% | 72.33% | 62.17% | 57.37% | 57.66% | 52.84% |
| Co-teaching | 86.46% | 78.47% | 76.06% | 54.40% | 59.35% | 54.97% | |
| JoCoR | 88.03% | 77.57% | 70.40% | 59.31% | 58.86% | 56.42% | |
| ELR+ | 87.28% | 77.31% | 73.76% | 70.94% | 62.11% | 61.56% | |
| CDR | 87.00% | 77.69% | 73.03% | 68.72% | 63.78% | 63.08% | |
| CB-Focal | 84.49% | 81.51% | 61.63% | 59.85% | 43.78% | 37.57% | |
| LDAM-DRW | 84.69% | 79.74% | 75.00% | 70.07% | 70.58% | 64.29% | |
| BALMS | 85.42% | 81.53% | 78.02% | 74.52% | 75.48% | 68.34% | |
| RIDE (3 experts) | 87.11% | 84.28% | 81.23% | 77.00% | 77.45% | 70.96% | |
| PaCo | 87.86% | 85.90% | 83.19% | 79.23% | 80.17% | 73.57% | |
| Me-Momentum | 89.44% | 87.84% | 85.16% | 83.24% | 83.98% | 79.07% | |
| This model | 90.99% | 89.52% | 87.14% | 85.60% | 86.36% | 81.33% | |