| Efficient Global Neural Architecture Search | ✓ Link | 91.48 | 2250000 | | EMNIST-mobile | 2025-02-08 |
| Efficient Global Neural Architecture Search | ✓ Link | 91.20 | 400000 | | EMNIST-Tiny | 2025-02-08 |
| WaveMix: A Resource-efficient Neural Network for Image Analysis | ✓ Link | 91.06 | | | WaveMixLite-128/7 | 2022-05-28 |
| SpinalNet: Deep Neural Network with Gradual Input | ✓ Link | 91.05 | 3630000 | | VGG-5(Spinal FC) | 2020-07-07 |
| SpinalNet: Deep Neural Network with Gradual Input | ✓ Link | 91.04 | 3646000 | | VGG-5 | 2020-07-07 |
| Dynamic Routing Between Capsules | ✓ Link | 90.46 | | | TextCaps | 2017-10-26 |
| OnDev-LCT: On-Device Lightweight Convolutional Transformers towards federated learning | | 89.55 | 913296 | | OnDev-LCT-8/1 | 2024-01-22 |
| OnDev-LCT: On-Device Lightweight Convolutional Transformers towards federated learning | | 89.52 | 216208 | | OnDev-LCT-1/1 | 2024-01-22 |
| OnDev-LCT: On-Device Lightweight Convolutional Transformers towards federated learning | | 89.39 | 514960 | | OnDev-LCT-4/1 | 2024-01-22 |
| OnDev-LCT: On-Device Lightweight Convolutional Transformers towards federated learning | | 89.18 | 315792 | | OnDev-LCT-2/1 | 2024-01-22 |
| Efficient Neural Vision Systems Based on Convolutional Image Acquisition | | 87.69 | | | OptConv+Log+Perc | 2020-06-01 |
| Parametric Matrix Models | | 85.95 | 349172 | | Convolutional PMM (Parametric Matrix Model) | 2024-01-22 |
| Hybrid Macro/Micro Level Backpropagation for Training Deep Spiking Neural Networks | ✓ Link | 85.57 | 665647 | | HM2-BP | 2018-05-21 |
| SpinalNet: Deep Neural Network with Gradual Input | ✓ Link | 83.21 | 16050 | | CNN(Spinal FC) | 2020-07-07 |
| SpinalNet: Deep Neural Network with Gradual Input | ✓ Link | 82.77 | 13820 | | CNN(Spinal FC) | 2020-07-07 |
| Parametric Matrix Models | | 81.57 | 13792 | | PMM (Parametric Matrix Model) | 2024-01-22 |
| SpinalNet: Deep Neural Network with Gradual Input | ✓ Link | 79.61 | 21840 | | CNN | 2020-07-07 |
| EMNIST: an extension of MNIST to handwritten letters | ✓ Link | 78.94 | | | OPIUM Classifier | 2017-02-17 |
| Improving k-Means Clustering Performance with Disentangled Internal Representations | ✓ Link | 78.5 | | 77.6 | SNNL-5 | 2020-06-05 |
| EMNIST: an extension of MNIST to handwritten letters | ✓ Link | 50.93 | | | Linear Classifier | 2017-02-17 |