Image Classification on CIFAR10 (test) (Accuracy and Weight Percentage)
93.47Top-1 AccuracyGranular Ball Superpixel
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Granular Ball SuperpixelModel Variant=L2026.03 | 93.47 | — | |
| RigLWeights=93006, Base architecture=ResNet322026.03 | 93.07 | — | |
| ARTWeights=102742, Base architecture=VGG192026.03 | 92.91 | — | |
| GraSPWeights=186013, Base architecture=ResNet322026.03 | 92.86 | — | |
| SNIPWeights=186013, Base architecture=ResNet322026.03 | 92.72 | — | |
| ARTWeights=37203, Base architecture=ResNet322026.03 | 92.69 | — | |
| LTHWeights=186013, Base architecture=ResNet322026.03 | 92.68 | — | |
| Granular Ball SuperpixelModel Variant=B2026.03 | 92.4 | — | |
| SRatioWeights=410968, Base architecture=VGG192026.03 | 92.33 | — | |
| GNAP-UWeights=1577652026.03 | 92.22 | — | |
| GraSPWeights=410968, Base architecture=VGG192026.03 | 92.16 | — | |
| SimpleNetWeights=3100002026.03 | 91.98 | — | |
| SRatioWeights=93006, Base architecture=ResNet322026.03 | 91.85 | — | |
| Granular Ball SuperpixelModel Variant=S2026.03 | 91.45 | — | |
| RigLWeights=410968, Base architecture=VGG192026.03 | 91.41 | — | |
| IMPWeights=37203, Base architecture=ResNet322026.03 | 91.35 | — | |
| IMPWeights=205484, Base architecture=VGG192026.03 | 91.28 | — | |
| MCUNetWeights=2101002026.03 | 89.7 | — | |
| GRASP-GCNDate=CVPR 20242026.03 | 87.9 | — | |
| HATModel compression status=Compressed2018.01 | 80.8 | 13.9 | |
| ShapeGNNDate=ICCV 20232026.03 | 80.4 | — | |
| SGDModel compression status=Raw2018.01 | 79.9 | — | |
| GRITDate=ICML 20232026.03 | 76.47 | — | |
| EdgeGCNDate=TNNLS 20232026.03 | 76.13 | — | |
| SNIPWeights=410968, Base architecture=VGG192026.03 | 76.12 | — | |
| GRI_GATDate=TIP 20252026.03 | 76.04 | — | |
| ExphormerDate=ICML 20232026.03 | 74.75 | — | |
| TIGTDate=arXiv2026.03 | 73.96 | — | |
| ARGNPDate=CVPR 20222026.03 | 73.9 | — | |
| GPSDate=NeurIPS 20222026.03 | 72.29 | — | |
| GatedGCN + SSFGDate=TNNLS 20222026.03 | 71.94 | — | |
| GeoMixDate=SIGKDD 20242026.03 | 71.3 | — | |
| EGTDate=KDD 20222026.03 | 68.7 | — | |
| GatedGCNDate=Arxiv2026.03 | 67.31 | — | |
| GraphSageDate=NIPS 20172026.03 | 65.76 | — | |
| NG-GNNDate=ICLR 20242026.03 | 64.37 | — | |
| Cy2C-GNNsDate=ICLR 20222026.03 | 64.29 | — | |
| GATDate=ICLR 20182026.03 | 64.22 | — | |
| NG-TDate=ICLR 20242026.03 | 60.79 | — | |
| 3WLGNNDate=NeurIPS 20192026.03 | 59.17 | — | |
| Vanilla GCNDate=ICLR 20172026.03 | 55.71 | — | |
| GINDate=ICLR 20192026.03 | 55.25 | — | |
| MoNetDate=CVPR 20172026.03 | 54.65 | — | |
| LTHWeights=410968, Base architecture=VGG192026.03 | 41.17 | — | |
| RingGNNDate=NeurIPS 20192026.03 | 39.16 | — |