Edge Detection on NYUD v2 (test)
76.61odsFFedPer
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedPerBackbone=Swin-T, Client Setup=Multi-Task2023.11 | 76.61 | — | -1.11 | — | |
| MaT-FLBackbone=Swin-T, Client Setup=Multi-Task2023.11 | 76.59 | — | -0.46 | — | |
| FEDHCA^2Backbone=Swin-T, Client Setup=Multi-Task2023.11 | 76.5 | — | 2.18 | — | |
| LocalBackbone=Swin-T, Client Setup=Multi-Task2023.11 | 76.46 | — | 0 | — | |
| DittoBackbone=Swin-T, Client Setup=Multi-Task2023.11 | 76.45 | — | -5.57 | — | |
| FedAMPBackbone=Swin-T, Client Setup=Multi-Task2023.11 | 76.4 | — | 1.47 | — | |
| FedProxBackbone=Swin-T, Client Setup=Multi-Task2023.11 | 76.03 | — | -10.68 | — | |
| FedAvgBackbone=Swin-T, Client Setup=Multi-Task2023.11 | 75.77 | — | -11.76 | — | |
| FedPerClient Setup=Single-Task2023.11 | 75.53 | -0.16 | — | — | |
| DittoClient Setup=Single-Task2023.11 | 75.42 | -4.67 | — | — | |
| FedProxClient Setup=Single-Task2023.11 | 75.34 | -8.12 | — | — | |
| MaT-FLClient Setup=Single-Task2023.11 | 75.33 | -0.16 | — | — | |
| FedAvgClient Setup=Single-Task2023.11 | 75.31 | -7.56 | — | — | |
| FedAMPClient Setup=Single-Task2023.11 | 75.03 | 0.27 | — | — | |
| FEDHCA2Client Setup=Single-Task2023.11 | 75.03 | 0.75 | — | — | |
| LocalClient Setup=Single-Task2023.11 | 75.02 | 0 | — | — | |
| 3-way SPAD-NetMTL Setup (Task Subset)=S-D-N-E2022.06 | — | — | — | 59.66 | |
| MTLMTL Setup (Task Subset)=S-D-N-E2022.06 | — | — | — | 55.11 | |
| Ours (xTAM)MTL Setup (Task Subset)=S-D-N-E2022.06 | — | — | — | 61.12 | |
| PAD-NetMTL Setup (Task Subset)=S-D-N-E2022.06 | — | — | — | 54.79 | |
| STLMTL Setup (Task Subset)=S-D-N-E2022.06 | — | — | — | 54.9 |