Image Processing Inference on MobileNet V3
0.24Average Latency (ms)ET QNN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ET QNNHardware=Samsung Galaxy S25 Ultra (Snapdragon 8 Elite), Backend=NPU, dtype=int82026.05 | 0.24 | 0.23 | 0.25 | |
| ET CoreMLHardware=Apple iPhone 15 Pro (A17 Pro), Backend=Auto, dtype=fp162026.05 | 0.4 | 0.35 | 0.47 | |
| CoreMLHardware=Apple iPhone 15 Pro (A17 Pro), Backend=Auto, dtype=fp162026.05 | 0.42 | 0.36 | 0.48 | |
| ET XNNPACKHardware=Samsung Galaxy S25 Ultra (Snapdragon 8 Elite), Backend=CPU, dtype=int82026.05 | 0.51 | 0.46 | 0.72 | |
| LiteRTHardware=Samsung Galaxy S25 Ultra (Snapdragon 8 Elite), Backend=CPU, dtype=int82026.05 | 0.7 | 0.66 | 0.83 | |
| LiteRTHardware=Samsung Galaxy S25 Ultra (Snapdragon 8 Elite), Backend=GPU, dtype=fp162026.05 | 0.83 | 0.65 | 1.2 | |
| ET XNNPACKHardware=Google Pixel 9 Pro XL (Tensor G4), Backend=CPU, dtype=int82026.05 | 1.04 | 0.72 | 2.3 | |
| ONNXHardware=Samsung Galaxy S25 Ultra (Snapdragon 8 Elite), Backend=GPU, dtype=int82026.05 | 1.2 | 1.11 | 1.28 | |
| ONNXHardware=Samsung Galaxy S25 Ultra (Snapdragon 8 Elite), Backend=CPU, dtype=int82026.05 | 1.21 | 1.12 | 1.3 | |
| ONNXHardware=Samsung Galaxy S25 Ultra (Snapdragon 8 Elite), Backend=GPU, dtype=fp162026.05 | 1.82 | 1.5 | 2.94 | |
| ONNXHardware=Google Pixel 9 Pro XL (Tensor G4), Backend=CPU, dtype=int82026.05 | 1.91 | 1.69 | 2.6 | |
| ET VulkanHardware=Samsung Galaxy S25 Ultra (Snapdragon 8 Elite), Backend=GPU, dtype=fp162026.05 | 2.2 | 2.2 | 2.21 | |
| ET VulkanHardware=Google Pixel 9 Pro XL (Tensor G4), Backend=GPU, dtype=fp162026.05 | 6.65 | 6.36 | 7.57 | |
| ONNXHardware=Samsung Galaxy S25 Ultra (Snapdragon 8 Elite), Backend=NPU, dtype=int82026.05 | 7.78 | 7.71 | 7.88 |