Image Classification on ImageNet 1K (Hardware Performance Metrics)
2,420DSP UtilizationViA
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ViAFPGA Platform=Alveo U50, Model=Swin-T, Prec. (W/A)=F162025.11 | 2,420 | 258 | 300 | — | 309.6 | |
| HotaQFPGA Platform=ZCU102, Model=ViT-S, Prec. (W/A)=W4A42025.11 | 1,933 | 157 | 200 | 7.59 | 733.7 | |
| Auto-ViT-AccFPGA Platform=ZCU102, Model=DeiT-S, Prec. (W/A)=W8/4 A82025.11 | 1,552 | 185 | 150 | — | 907.8 | |
| TCAS-I’23FPGA Platform=ZCU102, Model=ViT-S, Prec. (W/A)=W8A82025.11 | 1,268 | 144 | 300 | 11.15 | 762.7 | |
| QUARKFPGA Platform=ZCU102, Model=ViT-S, Prec. (W/A)=W8A82025.11 | 1,181 | 130 | 300 | 10.68 | 787.5 | |
| QUARKFPGA Platform=ZCU102, Model=ViT-S, Prec. (W/A)=W4A42025.11 | 1,056 | 147 | 300 | 6.59 | 864.7 |