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Image Processing Inference Latency on ResNet50

0.55Average Latency (ms)ET QNN
-2.005615.244732.49549.7453May 5, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ET QNNHardware=Samsung Galaxy S25 Ultra (Snapdragon 8 Elite), Backend=NPU, dtype=int82026.050.550.50.6
ET CoreMLHardware=Apple iPhone 15 Pro (A17 Pro), Backend=Auto, dtype=fp162026.051.61.571.63
CoreMLHardware=Apple iPhone 15 Pro (A17 Pro), Backend=Auto, dtype=fp162026.051.681.582.06
ET XNNPACKHardware=Samsung Galaxy S25 Ultra (Snapdragon 8 Elite), Backend=CPU, dtype=int82026.054.954.545.38
ET VulkanHardware=Samsung Galaxy S25 Ultra (Snapdragon 8 Elite), Backend=GPU, dtype=int82026.055.444.875.65
ONNXHardware=Samsung Galaxy S25 Ultra (Snapdragon 8 Elite), Backend=GPU, dtype=fp162026.056.476.017.09
LiteRTHardware=Samsung Galaxy S25 Ultra (Snapdragon 8 Elite), Backend=NPU, dtype=int82026.058.968.769.58
LiteRTHardware=Samsung Galaxy S25 Ultra (Snapdragon 8 Elite), Backend=CPU, dtype=int82026.058.998.869.27
ET XNNPACKHardware=Google Pixel 9 Pro XL (Tensor G4), Backend=CPU, dtype=int82026.0511.0110.4511.31
ET VulkanHardware=Google Pixel 9 Pro XL (Tensor G4), Backend=GPU, dtype=int82026.0513.8913.6914.4
LiteRTHardware=Google Pixel 9 Pro XL (Tensor G4), Backend=CPU, dtype=int82026.0515.3513.6238.98
ONNXHardware=Google Pixel 9 Pro XL (Tensor G4), Backend=CPU, dtype=int82026.0515.4415.2115.59
ONNXHardware=Samsung Galaxy S25 Ultra (Snapdragon 8 Elite), Backend=CPU, dtype=int82026.0516.141616.26
ET VulkanHardware=Samsung Galaxy S25 Ultra (Snapdragon 8 Elite), Backend=GPU, dtype=fp162026.0522.2322.0323.75
ET VulkanHardware=Google Pixel 9 Pro XL (Tensor G4), Backend=GPU, dtype=fp162026.0564.4464.1564.66