edge-inference-benchmarks / benchmarks.csv
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snapshot 2026.06: vision ladder, 2 devices, fp32/fp16/int8
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snapshot,task,model,params_m,device,device_type,soc,precision,quant_method,runtime,batch_size,input_size,latency_ms_p50,throughput_per_s,accuracy_metric,accuracy_value,eval_set,eval_samples,sweep
2026.06,image-classification,mobilenet_v3_small,2.5,oppo-a74,phone,Snapdragon 662,fp32,none,onnxruntime-android 1.20.0 (NNAPI),1,224,25.99,37.75,imagenetv2_top1,0.536,imagenetv2-mf-500-stratified,500,measured-v2
2026.06,image-classification,mobilenet_v3_small,2.5,oppo-a74,phone,Snapdragon 662,fp16,nnapi-fp16-flag,onnxruntime-android 1.20.0 (NNAPI fp16),1,224,26,37.62,imagenetv2_top1,0.536,imagenetv2-mf-500-stratified,500,measured-v2
2026.06,image-classification,mobilenet_v2,3.5,oppo-a74,phone,Snapdragon 662,fp32,none,onnxruntime-android 1.20.0 (NNAPI),1,224,62.5,15.84,imagenetv2_top1,0.548,imagenetv2-mf-500-stratified,500,measured-v2
2026.06,image-classification,mobilenet_v2,3.5,oppo-a74,phone,Snapdragon 662,fp16,nnapi-fp16-flag,onnxruntime-android 1.20.0 (NNAPI fp16),1,224,62.7,15.54,imagenetv2_top1,0.548,imagenetv2-mf-500-stratified,500,measured-v2
2026.06,image-classification,mobilenet_v3_large,5.5,oppo-a74,phone,Snapdragon 662,fp32,none,onnxruntime-android 1.20.0 (NNAPI),1,224,61.59,16.21,imagenetv2_top1,0.576,imagenetv2-mf-500-stratified,500,measured-v2
2026.06,image-classification,mobilenet_v3_large,5.5,oppo-a74,phone,Snapdragon 662,fp16,nnapi-fp16-flag,onnxruntime-android 1.20.0 (NNAPI fp16),1,224,61.95,15.9,imagenetv2_top1,0.576,imagenetv2-mf-500-stratified,500,measured-v2
2026.06,image-classification,resnet18,11.7,oppo-a74,phone,Snapdragon 662,fp32,none,onnxruntime-android 1.20.0 (NNAPI),1,224,149.74,6.67,imagenetv2_top1,0.552,imagenetv2-mf-500-stratified,500,measured-v2
2026.06,image-classification,resnet18,11.7,oppo-a74,phone,Snapdragon 662,fp16,nnapi-fp16-flag,onnxruntime-android 1.20.0 (NNAPI fp16),1,224,150.74,6.6,imagenetv2_top1,0.552,imagenetv2-mf-500-stratified,500,measured-v2
2026.06,image-classification,efficientnet_b0,5.3,oppo-a74,phone,Snapdragon 662,fp32,none,onnxruntime-android 1.20.0 (NNAPI),1,224,114.59,8.67,imagenetv2_top1,0.65,imagenetv2-mf-500-stratified,500,measured-v2
2026.06,image-classification,efficientnet_b0,5.3,oppo-a74,phone,Snapdragon 662,fp16,nnapi-fp16-flag,onnxruntime-android 1.20.0 (NNAPI fp16),1,224,113.77,8.74,imagenetv2_top1,0.65,imagenetv2-mf-500-stratified,500,measured-v2
2026.06,image-classification,efficientnet_b2,9.1,oppo-a74,phone,Snapdragon 662,fp32,none,onnxruntime-android 1.20.0 (NNAPI),1,224,173.16,5.73,imagenetv2_top1,0.642,imagenetv2-mf-500-stratified,500,measured-v2
2026.06,image-classification,mobilenet_v2,3.5,samsung-sm-p613,tablet,Exynos 9611 (Galaxy Tab S6 Lite 2022),int8,ort-static-qdq-perchannel,onnxruntime-android 1.20.0 (NNAPI),1,224,11.92,75.52,imagenetv2_top1,0.548,imagenetv2-mf-500-stratified,500,int8-v1
2026.06,image-classification,mobilenet_v2,3.5,oppo-a74,phone,Snapdragon 662,int8,ort-static-qdq-perchannel,onnxruntime-android 1.20.0 (NNAPI),1,224,22.54,42.87,imagenetv2_top1,0.548,imagenetv2-mf-500-stratified,500,int8-v1
2026.06,image-classification,mobilenet_v3_large,5.5,samsung-sm-p613,tablet,Exynos 9611 (Galaxy Tab S6 Lite 2022),int8,ort-static-qdq-perchannel,onnxruntime-android 1.20.0 (NNAPI),1,224,14.46,60.88,imagenetv2_top1,0.536,imagenetv2-mf-500-stratified,500,int8-v1
2026.06,image-classification,mobilenet_v3_large,5.5,oppo-a74,phone,Snapdragon 662,int8,ort-static-qdq-perchannel,onnxruntime-android 1.20.0 (NNAPI),1,224,29.22,33.95,imagenetv2_top1,0.536,imagenetv2-mf-500-stratified,500,int8-v1