Metric: Trainable Parameters (higher is better)
| # | Model↕ | Trainable Parameters▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Neural Architecture Search (NAS)-enabled Convolutional Neural Network (CNN) | 1882602 | No | - | - | - |
| 2 | Branching/Merging CNN + Homogeneous Vector Capsules | 1514187 | No | No Routing Needed Between Capsules | 2020-01-24 | Code |
| 3 | SOPCNN (Only a single Model) | 1400000 | No | Stochastic Optimization of Plain Convolutional N... | 2020-01-24 | Code |
| 4 | ViT-Mini_D9 | 1208586 | No | - | - | - |
| 5 | R-ExplaiNet-22 (single model) | 743882 | No | Learning local discrete features in explainable-... | 2024-10-31 | Code |
| 6 | DNN-5 (Trainable Activations) | 575051 | No | - | - | Code |
| 7 | ExquisiteNetV2 | 518230 | No | A Novel lightweight Convolutional Neural Network... | 2021-05-19 | Code |
| 8 | TAAF-CNN | 421642 | No | - | - | Code |
| 9 | DNN-3 (Trainable Activations) | 386719 | No | - | - | Code |
| 10 | DNN-2 (Trainable Activations) | 311651 | No | - | - | Code |
| 11 | Efficient-CapsNet | 161824 | No | Efficient-CapsNet: Capsule Network with Self-Att... | 2021-01-29 | Code |
| 12 | Convolutional PMM (Parametric Matrix Model) | 129416 | No | Parametric Matrix Models | 2024-01-22 | - |
| 13 | PMM (Parametric Matrix Model) | 4990 | No | Parametric Matrix Models | 2024-01-22 | - |