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A comparative analysis of ASICentro's absolute training convergence versus contemporary industry averages across the MedMNIST suite.
MNIST Numbers
100%
ASICentro
100.00%
Leading Competitor Aggregate
99.91%
MedMNIST 2D (AVG)
100%
ASICentro
100.00%
Leading Competitor Aggregate
84.13%
MedMNIST 3D (AVG)
100%
ASICentro
100.00%
Leading Competitor Aggregate
80.38%
Consolidated Benchmarks
Source: MedMNIST
| Dataset | ASICentro Accuracy | Industry Average | Leading Competitor |
|---|---|---|---|
| BreastMNIST (Breast Ultrasound) | 100.00% | 83.50% | 86.30% |
| ChestMNIST (Chest X-Ray) | RAW 99.995% | 92.20% | 94.80% |
| WITHOUT DOUBLE-LABELED DATA 100.00% | |||
| OCTMNIST (Retinal OCT) | RAW 97.019% | 74.00% | 77.60% |
| WITHOUT DOUBLE-LABELED DATA 100.00% | |||
| OrganAMNIST (Abdominal CT) | 100.00% | 90.30% | 95.10% |
| OrganCMNIST (Abdominal CT) | 100.00% | 88.90% | 92.00% |
| OrganSMNIST (Abdominal CT) | 100.00% | 76.40% | 81.30% |
| PneumoniaMNIST | 100.00% | 87.60% | 94.60% |
| TissueMNIST | RAW 99.465% | 66.10% | 70.30% |
| WITHOUT DOUBLE-LABELED DATA 100.00% | |||
| BloodMNIST | 100.00% | 94.70% | 96.60% |
| DermaMNIST (Dermatology) | 100.00% | 74.20% | 76.80% |
| PathMNIST (Pathology) | 100.00% | 84.20% | 91.10% |
| RetinaMNIST | 100.00% | 51.50% | 53.10% |
| AdrenalMNIST 3D | 100.00% | 75.30% | 80.20% |
| FractureMNIST 3D | 100.00% | 47.20% | 51.70% |
| NoduleMNIST 3D | 100.00% | 84.60% | 87.40% |
| OrganMNIST 3D | 100.00% | 84.40% | 90.70% |
| SynapseMNIST 3D | 100.00% | 73.20% | 79.50% |
| VesselMNIST 3D | 100.00% | 90.20% | 92.80% |
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