Image Classification on ImageNet-1K (Top-1 Acc, RAM, Latency)
73.3Top-1 AccuracyMobileNetV3-large-0.75
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MobileNetV3-large-0.75Params (M)=4, Hardware=STM32N6, Precision=Accuracy@FP32, HW@INT82026.01 | 73.3 | 1.38 | 36.46 | |
| MobileNetV2-1.00Params (M)=3.5, Hardware=STM32N6, Precision=Accuracy@FP32, HW@INT82026.01 | 71.8 | 2.01 | 22.44 | |
| STResNetTinyParams (M)=3.99, Hardware=STM32N6, Precision=Accuracy@FP32, HW@INT82026.01 | 71.6 | 1.39 | 21.29 | |
| MobileNetV1-1.00Params (M)=4.2, Hardware=STM32N6, Precision=Accuracy@FP32, HW@INT82026.01 | 70.6 | 1.53 | 20.76 | |
| STResNetMilliParams (M)=3, Hardware=STM32N6, Precision=Accuracy@FP32, HW@INT82026.01 | 70 | 1.39 | 18.29 | |
| ShuffleNetV2 1.0xParams (M)=2.3, Hardware=STM32N6, Precision=Accuracy@FP32, HW@INT82026.01 | 69.4 | 0.738 | 34.15 | |
| MobileNetV1-0.75Params (M)=2.6, Hardware=STM32N6, Precision=Accuracy@FP32, HW@INT82026.01 | 68.4 | 1.29 | 11.5 | |
| ShuffleNetV1 1.0xParams (M)=1.87, Hardware=STM32N6, Precision=Accuracy@FP32, HW@INT82026.01 | 68.13 | 0.628 | 15.54 | |
| MobileNetV3-small-1.0Params (M)=2.53, Hardware=STM32N6, Precision=Accuracy@FP32, HW@INT82026.01 | 67.4 | 1.579 | 54.35 | |
| STResNetMicroParams (M)=1.5, Hardware=STM32N6, Precision=Accuracy@FP32, HW@INT82026.01 | 66.7 | 0.882 | 14.36 | |
| MobileNetV2-0.5Params (M)=2, Hardware=STM32N6, Precision=Accuracy@FP32, HW@INT82026.01 | 65.4 | 1.24 | 11.51 | |
| MobileNetV3-small-0.75Params (M)=1.99, Hardware=STM32N6, Precision=Accuracy@FP32, HW@INT82026.01 | 65.4 | 1.579 | 33.12 | |
| MobileNetV1-0.5Params (M)=1.3, Hardware=STM32N6, Precision=Accuracy@FP32, HW@INT82026.01 | 63.7 | 0.574 | 8.09 | |
| ShuffleNetV2 0.5xParams (M)=1.4, Hardware=STM32N6, Precision=Accuracy@FP32, HW@INT82026.01 | 61 | 0.735 | 8.54 | |
| MobileNetV2-0.35Params (M)=1.7, Hardware=STM32N6, Precision=Accuracy@FP32, HW@INT82026.01 | 60.3 | 0.9 | 10.39 | |
| STResNetNanoParams (M)=0.95, Hardware=STM32N6, Precision=Accuracy@FP32, HW@INT82026.01 | 58.8 | 0.833 | 10.91 | |
| SqueezeNet 1.1Params (M)=1.24, Hardware=STM32N6, Precision=Accuracy@FP32, HW@INT82026.01 | 58.2 | 0.785 | 9.46 | |
| SqueezeNet 1.0Params (M)=1.25, Hardware=STM32N6, Precision=Accuracy@FP32, HW@INT82026.01 | 57.5 | 8.75 | 119.97 | |
| MobileNetV1-0.25Params (M)=0.5, Hardware=STM32N6, Precision=Accuracy@FP32, HW@INT82026.01 | 50.6 | 0.383 | 3.88 | |
| STResNetPicoParams (M)=0.6, Hardware=STM32N6, Precision=Accuracy@FP32, HW@INT82026.01 | 48.8 | 0.833 | 8.24 |