Image Classification on CIFAR-100 (Top-1 Accuracy and FLOPs Efficiency)
90.7Top-1 AccuracyHiReLC
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| HiReLCModel=DeiT-Base, Joint P+Q=Yes, Search / Protocol=Hier. RL, ours2026.06 | 90.7 | 2.11 | — | — | 6.72 | — | |
| Baseline (Unpruned)Model=ConvNeXt2025.08 | 90.01 | — | 8.683 | — | — | — | |
| HiReLCModel=DeiT-Small, Joint P+Q=Yes, Search / Protocol=Hier. RL, ours2026.06 | 87.42 | 1.17 | — | — | 6.27 | — | |
| HiReLCModel=DeiT-Small, Joint P+Q=Yes, Search / Protocol=Hier. RL, ours2026.06 | 86.88 | 1.72 | — | — | 6.23 | — | |
| FusionBackbone=ViT-Tiny2026.07 | 86.5 | — | — | 37 | — | — | |
| BaselineBackbone=ViT-Tiny2026.07 | 85.08 | — | — | — | — | — | |
| TaylorModel=ConvNeXt2025.08 | 83.36 | -6.65 | 2.328 | 73.2 | — | — | |
| FAIR-PrunerModel=ConvNeXt2025.08 | 82.96 | -7.05 | 2.391 | 72.5 | — | — | |
| MetaPruningModel=ConvNeXt2025.08 | 82.61 | -7.4 | 3.275 | 62.3 | — | — | |
| FPGMModel=ConvNeXt2025.08 | 80.76 | -9.25 | 2.358 | 72.8 | — | — | |
| DINOv2Design=VLM-warm, Evaluation=linear probe2026.06 | 73.24 | 20.8 | — | — | — | — | |
| Li et al.Model=ConvNeXt2025.08 | 68.07 | -21.94 | 3.499 | 59.7 | — | — | |
| DINOv2Design=Focus-opt, Evaluation=linear probe2026.06 | 52.44 | — | — | — | — | — | |
| CLIPDesign=VLM-warm, Evaluation=zero-shot2026.06 | 51.01 | 16.56 | — | — | — | — | |
| DINOv2Design=VLM-cold, Evaluation=linear probe2026.06 | 49.91 | — | — | — | — | — | |
| SigLIPDesign=VLM-warm, Evaluation=zero-shot2026.06 | 41.03 | 14.7 | — | — | — | — | |
| CLIPDesign=Focus-opt, Evaluation=zero-shot2026.06 | 34.45 | — | — | — | — | — | |
| CLIPDesign=VLM-cold, Evaluation=zero-shot2026.06 | 31.19 | — | — | — | — | — | |
| SigLIPDesign=Focus-opt, Evaluation=zero-shot2026.06 | 26.33 | — | — | — | — | — | |
| SigLIPDesign=VLM-cold, Evaluation=zero-shot2026.06 | 22.92 | — | — | — | — | — | |
| CLIPDesign=Fresnel, Evaluation=zero-shot2026.06 | 8.07 | — | — | — | — | — | |
| SigLIPDesign=Fresnel, Evaluation=zero-shot2026.06 | 5.67 | — | — | — | — | — | |
| DINOv2Design=Fresnel, Evaluation=linear probe2026.06 | 4.85 | — | — | — | — | — |