Graphical API Recommendation on Python 13
83.4mAPPlot-Adapter
Evaluation results
| Method | Links | |
|---|---|---|
| Plot-AdapterPre-training=IN21K, Avg. Params(M)=0.19, Version=V2, Bottleneck Dimension=64, Projection matrix sharing=True2026.03 | 83.4 | |
| Plot-AdapterPre-training=IN21K, Avg. Params(M)=1.31, Version=V1, Bottleneck Dimension=64, Projection matrix sharing=False2026.03 | 83.05 | |
| Plot-AdapterPre-training=IN21K, Avg. Params(M)=0.06, Version=V2, Bottleneck Dimension=4, Projection matrix sharing=True2026.03 | 82.05 | |
| Plot-AdapterPre-training=IN21K, Avg. Params(M)=0.08, Version=V2, Bottleneck Dimension=16, Projection matrix sharing=True2026.03 | 81.89 | |
| Plot-AdapterPre-training=IN21K, Avg. Params(M)=0.12, Version=V1, Bottleneck Dimension=4, Projection matrix sharing=False2026.03 | 81.36 | |
| Plot-AdapterPre-training=MAE, Avg. Params(M)=1.31, Version=V1, Bottleneck Dimension=64, Projection matrix sharing=False2026.03 | 81.22 | |
| Plot-AdapterPre-training=IN21K, Avg. Params(M)=0.35, Version=V1, Bottleneck Dimension=16, Projection matrix sharing=False2026.03 | 81.07 | |
| Full-tuningPre-training=IN21K, Avg. Params(M)=85.812026.03 | 80.12 | |
| Plot-AdapterPre-training=MAE, Avg. Params(M)=0.19, Version=V2, Bottleneck Dimension=64, Projection matrix sharing=True2026.03 | 79.9 | |
| VPTPre-training=IN21K, Avg. Params(M)=0.15, Bottleneck/Prompt Length=162026.03 | 79.44 | |
| Plot-AdapterPre-training=MAE, Avg. Params(M)=0.06, Version=V2, Bottleneck Dimension=4, Projection matrix sharing=True2026.03 | 79.24 | |
| LinearPre-training=IN21K, Avg. Params(M)=85.812026.03 | 79.23 | |
| Plot-AdapterPre-training=MAE, Avg. Params(M)=0.08, Version=V2, Bottleneck Dimension=16, Projection matrix sharing=True2026.03 | 79.09 | |
| AdaptFormerPre-training=IN21K, Avg. Params(M)=0.08, Bottleneck Dimension=42026.03 | 79.09 | |
| Full-tuningPre-training=MAE, Avg. Params(M)=85.812026.03 | 78.73 | |
| AdaptFormerPre-training=IN21K, Avg. Params(M)=1.19, Bottleneck Dimension=642026.03 | 78.59 | |
| Plot-AdapterPre-training=MAE, Avg. Params(M)=0.35, Version=V1, Bottleneck Dimension=16, Projection matrix sharing=False2026.03 | 78.47 | |
| Plot-AdapterPre-training=MAE, Avg. Params(M)=0.12, Version=V1, Bottleneck Dimension=4, Projection matrix sharing=False2026.03 | 77.62 | |
| VPTPre-training=MAE, Avg. Params(M)=0.04, Bottleneck/Prompt Length=42026.03 | 76.81 | |
| AdaptFormerPre-training=IN21K, Avg. Params(M)=0.30, Bottleneck Dimension=162026.03 | 76.67 | |
| LinearPre-training=MAE, Avg. Params(M)=85.812026.03 | 76.65 | |
| VPTPre-training=IN21K, Avg. Params(M)=0.04, Bottleneck/Prompt Length=42026.03 | 76.18 | |
| VPTPre-training=IN21K, Avg. Params(M)=0.07, Bottleneck/Prompt Length=82026.03 | 75.9 | |
| AdaptFormerPre-training=MAE, Avg. Params(M)=0.08, Bottleneck Dimension=42026.03 | 75.38 | |
| AdaptFormerPre-training=MAE, Avg. Params(M)=0.30, Bottleneck Dimension=162026.03 | 75.32 | |
| VPTPre-training=MAE, Avg. Params(M)=0.15, Bottleneck/Prompt Length=162026.03 | 75.24 | |
| VPTPre-training=MAE, Avg. Params(M)=0.07, Bottleneck/Prompt Length=82026.03 | 74 | |
| AdaptFormerPre-training=MAE, Avg. Params(M)=1.19, Bottleneck Dimension=642026.03 | 73.22 | |
| Plot-AdapterPre-training=MAE, Avg. Params(M)=0.08, Version=V2, Bottleneck Dimension=16, Projection matrix sharing=True2026.03 | 69.12 | |
| Plot-AdapterPre-training=MAE, Avg. Params(M)=0.06, Version=V2, Bottleneck Dimension=4, Projection matrix sharing=True2026.03 | 69.1 | |
| Plot-AdapterPre-training=MAE, Avg. Params(M)=0.19, Version=V2, Bottleneck Dimension=64, Projection matrix sharing=True2026.03 | 69.09 | |
| Plot-AdapterPre-training=MAE, Avg. Params(M)=0.12, Version=V1, Bottleneck Dimension=4, Projection matrix sharing=False2026.03 | 68.9 | |
| Plot-AdapterPre-training=IN21K, Avg. Params(M)=0.19, Version=V2, Bottleneck Dimension=64, Projection matrix sharing=True2026.03 | 68.78 | |
| Plot-AdapterPre-training=IN21K, Avg. Params(M)=0.35, Version=V1, Bottleneck Dimension=16, Projection matrix sharing=False2026.03 | 68.29 | |
| Plot-AdapterPre-training=IN21K, Avg. Params(M)=0.12, Version=V1, Bottleneck Dimension=4, Projection matrix sharing=False2026.03 | 68.16 | |
| Plot-AdapterPre-training=IN21K, Avg. Params(M)=0.08, Version=V2, Bottleneck Dimension=16, Projection matrix sharing=True2026.03 | 68.16 | |
| Plot-AdapterPre-training=IN21K, Avg. Params(M)=1.31, Version=V1, Bottleneck Dimension=64, Projection matrix sharing=False2026.03 | 67.86 | |
| Full-tuningPre-training=IN21K, Avg. Params(M)=85.812026.03 | 67.65 | |
| Plot-AdapterPre-training=MAE, Avg. Params(M)=1.31, Version=V1, Bottleneck Dimension=64, Projection matrix sharing=False2026.03 | 67.33 | |
| Plot-AdapterPre-training=IN21K, Avg. Params(M)=0.06, Version=V2, Bottleneck Dimension=4, Projection matrix sharing=True2026.03 | 67.26 | |
| Plot-AdapterPre-training=MAE, Avg. Params(M)=0.35, Version=V1, Bottleneck Dimension=16, Projection matrix sharing=False2026.03 | 67.02 | |
| AdaptFormerPre-training=IN21K, Avg. Params(M)=0.08, Bottleneck Dimension=42026.03 | 67.02 | |
| VPTPre-training=IN21K, Avg. Params(M)=0.07, Bottleneck/Prompt Length=82026.03 | 66.95 | |
| LinearPre-training=IN21K, Avg. Params(M)=85.812026.03 | 66.9 | |
| VPTPre-training=IN21K, Avg. Params(M)=0.04, Bottleneck/Prompt Length=42026.03 | 66.84 | |
| AdaptFormerPre-training=IN21K, Avg. Params(M)=1.19, Bottleneck Dimension=642026.03 | 66.71 | |
| AdaptFormerPre-training=IN21K, Avg. Params(M)=0.30, Bottleneck Dimension=162026.03 | 66.62 | |
| VPTPre-training=IN21K, Avg. Params(M)=0.15, Bottleneck/Prompt Length=162026.03 | 65.85 | |
| Full-tuningPre-training=MAE, Avg. Params(M)=85.812026.03 | 64.49 | |
| LinearPre-training=MAE, Avg. Params(M)=85.812026.03 | 62.78 | |
| AdaptFormerPre-training=MAE, Avg. Params(M)=0.30, Bottleneck Dimension=162026.03 | 62.05 | |
| VPTPre-training=MAE, Avg. Params(M)=0.07, Bottleneck/Prompt Length=82026.03 | 61.53 | |
| AdaptFormerPre-training=MAE, Avg. Params(M)=0.08, Bottleneck Dimension=42026.03 | 61.4 | |
| VPTPre-training=MAE, Avg. Params(M)=0.15, Bottleneck/Prompt Length=162026.03 | 61.16 | |
| AdaptFormerPre-training=MAE, Avg. Params(M)=1.19, Bottleneck Dimension=642026.03 | 61.13 | |
| VPTPre-training=MAE, Avg. Params(M)=0.04, Bottleneck/Prompt Length=42026.03 | 60.14 |