Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | KMNIST-Tiny | 99.35 | No | - | - | Code |
| 2 | KMNIST-Mobile | 99.29 | No | - | - | Code |
| 3 | VGG-5 (Spinal FC) | 99.15 | No | SpinalNet: Deep Neural Network with Gradual Input | 2020-07-07 | Code |
| 4 | CAMNet3 | 99.05 | No | Context-Aware Multipath Networks | 2019-07-26 | - |
| 5 | VGG8B(2x) + LocalLearning + CO | 99.01 | No | Training Neural Networks with Local Error Signals | 2019-01-20 | Code |
| 6 | VGG-5 | 98.98 | No | ProgressiveSpinalNet architecture for FC layers | 2021-03-21 | Code |
| 7 | CN(d=32) | 98.84 | No | - | - | - |
| 8 | NSRL (log D) (d=16) | 98.81 | No | - | - | - |
| 9 | CN(d=16) | 98.8 | No | - | - | - |
| 10 | Resnet-152 | 98.79 | No | A Comprehensive Study of ImageNet Pre-Training f... | 2019-05-22 | - |
| 11 | R-ExplaiNet-26 | 98.78 | No | Learning local discrete features in explainable-... | 2024-10-31 | Code |
| 12 | ResNet-14 | 98.75 | No | CNN Filter DB: An Empirical Investigation of Tra... | 2022-03-29 | Code |
| 13 | NSRL (WGAN) (d=32) | 98.72 | No | - | - | - |
| 14 | NSRL (WGAN) (d=8) | 98.68 | No | - | - | - |
| 15 | NSRL (WGAN) (d=16) | 98.66 | No | - | - | - |
| 16 | NSRL (log D) (d=32) | 98.63 | No | - | - | - |
| 17 | NSRL (log D) (d=8) | 98.61 | No | - | - | - |
| 18 | CN(d=8) | 98.6 | No | - | - | - |
| 19 | Efficient Capsnet | 98.43 | No | - | - | Code |
| 20 | PreActResNet-18 + Input Mixup | 98.41 | No | mixup: Beyond Empirical Risk Minimization | 2017-10-25 | Code |
| 21 | PreActResNet-18 | 97.82 | No | Identity Mappings in Deep Residual Networks | 2016-03-16 | Code |
| 22 | Convolutional Tsetlin Machine | 96.3 | No | The Convolutional Tsetlin Machine | 2019-05-23 | Code |
| 23 | KerCNN | 93.13 | No | KerCNNs: biologically inspired lateral connectio... | 2019-10-18 | - |
| 24 | linear/flexible model | 79.9 | No | Multi-Complementary and Unlabeled Learning for A... | 2020-01-13 | - |
| 25 | FWD | 79.5 | No | Multi-Complementary and Unlabeled Learning for A... | 2020-01-13 | - |
| 26 | Complementary-Label Learning | 67.1 | No | Complementary-Label Learning for Arbitrary Losse... | 2018-10-10 | Code |