Image Classification on ImageNet-1k 1 (val) (Accuracy, Throughput, and Speedup)
85.8AccuracyNo pruning
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| No pruningSch=None, LLF=false, Pool=avg2024.12 | 85.8 | 0.86 | 1 | |
| CroprSch=3-stage (R=50), LLF=true, Pool=avg2024.12 | 85.5 | 1.35 | 1.6 | |
| CroprSch=3-stage (R=50), LLF=false, Pool=avg2024.12 | 85.4 | 1.43 | 1.7 | |
| CroprSch=R=8, LLF=true, Pool=avg2024.12 | 85.3 | 1.48 | 1.7 | |
| ToMe, from [6]Sch=R=8, LLF=false, Pool=cls2024.12 | 85.1 | 1.55 | 1.8 | |
| CroprSch=R=8, LLF=false, Pool=avg2024.12 | 85.1 | 1.61 | 1.9 | |
| ToMeSch=R=8, LLF=false, Pool=avg2024.12 | 85 | 1.55 | 1.8 | |
| Attn Top-KSch=R=8, LLF=true, Pool=cls2024.12 | 84.7 | 1.45 | 1.7 | |
| K-MedoidsSch=R=8, LLF=false, Pool=avg2024.12 | 84.5 | 0.31 | 0.4 | |
| EVITSch=R=8, LLF=false, Pool=cls2024.12 | 84.5 | 1.57 | 1.8 | |
| VarianceSch=R=8, LLF=true, Pool=avg2024.12 | 84.3 | 1.5 | 1.7 | |
| ATSSch=R=8, LLF=false, Pool=cls2024.12 | 83.9 | 0.49 | 0.6 | |
| RandomSch=R=8, LLF=true, Pool=avg2024.12 | 83.8 | 1.5 | 1.7 | |
| SiTSch=3-stage (R=50), LLF=false, Pool=avg2024.12 | 83 | 1.41 | 1.6 | |
| PatchMergerSch=3-stage (R=50), LLF=false, Pool=avg2024.12 | 82.4 | 1.4 | 1.6 | |
| DPC-KNNSch=R=8, LLF=false, Pool=avg2024.12 | 79.2 | 1 | 1.2 | |
| Non-salientSch=R=8, LLF=true, Pool=avg2024.12 | 76.4 | 1.48 | 1.7 | |
| DynamicViTSch=3-stage (R=50), LLF=false, Pool=avg2024.12 | 64.4 | 1.32 | 1.5 | |
| SinkhornSch=3-stage (R=50), LLF=false, Pool=avg2024.12 | 56.5 | 1.4 | 1.6 |