Graphical API Recommendation on R-32
44.47mAPPlot-Adapter
Evaluation results
| Method | Links | |
|---|---|---|
| Plot-AdapterPre-training=IN21K, Avg. Params(M)=0.12, Version=V1, Bottleneck Dimension=4, Projection matrix sharing=False2026.03 | 44.47 | |
| Plot-AdapterPre-training=IN21K, Avg. Params(M)=0.19, Version=V2, Bottleneck Dimension=64, Projection matrix sharing=True2026.03 | 44.32 | |
| Plot-AdapterPre-training=IN21K, Avg. Params(M)=0.08, Version=V2, Bottleneck Dimension=16, Projection matrix sharing=True2026.03 | 44.3 | |
| Full-tuningPre-training=IN21K, Avg. Params(M)=85.812026.03 | 43.73 | |
| Plot-AdapterPre-training=IN21K, Avg. Params(M)=0.06, Version=V2, Bottleneck Dimension=4, Projection matrix sharing=True2026.03 | 43.62 | |
| Plot-AdapterPre-training=IN21K, Avg. Params(M)=1.31, Version=V1, Bottleneck Dimension=64, Projection matrix sharing=False2026.03 | 43.38 | |
| Plot-AdapterPre-training=IN21K, Avg. Params(M)=0.35, Version=V1, Bottleneck Dimension=16, Projection matrix sharing=False2026.03 | 43.36 | |
| VPTPre-training=IN21K, Avg. Params(M)=0.07, Bottleneck/Prompt Length=82026.03 | 42.76 | |
| AdaptFormerPre-training=IN21K, Avg. Params(M)=1.19, Bottleneck Dimension=642026.03 | 42.67 | |
| VPTPre-training=IN21K, Avg. Params(M)=0.04, Bottleneck/Prompt Length=42026.03 | 42.53 | |
| AdaptFormerPre-training=IN21K, Avg. Params(M)=0.08, Bottleneck Dimension=42026.03 | 42.41 | |
| AdaptFormerPre-training=IN21K, Avg. Params(M)=0.30, Bottleneck Dimension=162026.03 | 41.78 | |
| VPTPre-training=IN21K, Avg. Params(M)=0.15, Bottleneck/Prompt Length=162026.03 | 41.53 | |
| Plot-AdapterPre-training=MAE, Avg. Params(M)=0.19, Version=V2, Bottleneck Dimension=64, Projection matrix sharing=True2026.03 | 40.92 | |
| Plot-AdapterPre-training=MAE, Avg. Params(M)=0.06, Version=V2, Bottleneck Dimension=4, Projection matrix sharing=True2026.03 | 40.89 | |
| LinearPre-training=MAE, Avg. Params(M)=85.812026.03 | 40.78 | |
| Plot-AdapterPre-training=MAE, Avg. Params(M)=1.31, Version=V1, Bottleneck Dimension=64, Projection matrix sharing=False2026.03 | 40.78 | |
| Full-tuningPre-training=MAE, Avg. Params(M)=85.812026.03 | 40.73 | |
| Plot-AdapterPre-training=MAE, Avg. Params(M)=0.12, Version=V1, Bottleneck Dimension=4, Projection matrix sharing=False2026.03 | 40.5 | |
| Plot-AdapterPre-training=MAE, Avg. Params(M)=0.08, Version=V2, Bottleneck Dimension=16, Projection matrix sharing=True2026.03 | 40.35 | |
| LinearPre-training=IN21K, Avg. Params(M)=85.812026.03 | 40.34 | |
| Plot-AdapterPre-training=MAE, Avg. Params(M)=0.35, Version=V1, Bottleneck Dimension=16, Projection matrix sharing=False2026.03 | 40.3 | |
| AdaptFormerPre-training=MAE, Avg. Params(M)=0.30, Bottleneck Dimension=162026.03 | 39.83 | |
| AdaptFormerPre-training=MAE, Avg. Params(M)=1.19, Bottleneck Dimension=642026.03 | 39.41 | |
| VPTPre-training=MAE, Avg. Params(M)=0.15, Bottleneck/Prompt Length=162026.03 | 39.16 | |
| VPTPre-training=MAE, Avg. Params(M)=0.07, Bottleneck/Prompt Length=82026.03 | 39.13 | |
| AdaptFormerPre-training=MAE, Avg. Params(M)=0.08, Bottleneck Dimension=42026.03 | 38.85 | |
| VPTPre-training=MAE, Avg. Params(M)=0.04, Bottleneck/Prompt Length=42026.03 | 38.67 |