Image Classification 벤치마크
Image Classification on smallNORB
Classification Error 낮을수록 좋음
- 2017-10-26 — CapsNet: Classification Error 3.77
- 2018-01-01 — Matrix-CapsNet with EM routing: Classification Error 1.8
- 2019-05-27 — VB-Routing: Classification Error 1.29
- 2019-11-02 — Heinsen Routing: Classification Error 0.9
| Rank | Model | Classification Error | Paper | Code | Year |
|---|---|---|---|---|---|
| 1 | Heinsen Routing | 0.90 | An Algorithm for Routing Capsules in All Domains | glassroom/heinsen_routing | 2019 |
| 2 | Efficient-CapsNet | 1.23 | Efficient-CapsNet: Capsule Network with Self-Attention Routing | EscVM/Efficient-CapsNet · kaparoo/Efficient-CapsNet | 2021 |
| 3 | VB-Routing | 1.29 | Capsule Routing via Variational Bayes | fabio-deep/Variational-Capsule-Routing | 2019 |
| 4 | Matrix-CapsNet with EM routing | 1.8 | Matrix capsules with EM routing | google-research/google-research · IBM/matrix-capsules-with-em-routing | 2018 |
| 5 | FRMS | 2.2 | Fast Dynamic Routing Based on Weighted Kernel Density Estimation | andyweizhao/capsule · andyweizhao/capsule_text_classification · kevindeangeli/capsuleNetwork | 2018 |
| 6 | CapsNet | 3.77 | Dynamic Routing Between Capsules | labmlai/annotated_deep_learning_paper_implementations · naturomics/CapsNet-Tensorflow · Sarasra/models · +74 | 2017 |
| 7 | DCNet | 5.57 | Dense and Diverse Capsule Networks: Making the Capsules Learn Better | ssrp/Multi-level-DCNet | 2018 |