latency_published.csv

dataset,paradigm,trial_length_s,sr_hz,model,pred_ms_cpu,pred_ms_gpu,uda_ms_cpu,uda_ms_gpu,cft_ms_cpu,cft_ms_gpu,total_params
BNCI2014_001,MI,4.0,250,EEGNetv4,1.97,0.75,0.86,0.99,157.05,9.11,7396
BNCI2014_001,MI,4.0,250,ATCNet,8.04,6.84,0.63,0.76,179.83,25.61,113732
BNCI2014_001,MI,4.0,250,ShallowConvNet,1.83,0.95,0.63,0.77,266.44,38.87,46044
BNCI2014_001,MI,4.0,250,DeepConvNet,2.38,1.07,0.63,0.99,225.46,18.66,286054
Lee2019_MI,MI,4.0,1000,EEGNetv4,10.67,0.84,2.14,2.48,1318.65,107.23,12706
Lee2019_MI,MI,4.0,1000,ATCNet,21.3,7.77,2.83,3.12,1591.87,125.79,114682
Lee2019_MI,MI,4.0,1000,ShallowConvNet,20.01,3.2,2.12,3.13,4263.86,76.72,121162
Lee2019_MI,MI,4.0,1000,DeepConvNet,16.12,2.79,2.12,2.46,2457.56,205.66,321452
Yang2025,MI,4.0,1000,EEGNetv4,9.71,0.85,1.9,2.85,1234.18,101.66,12610
Yang2025,MI,4.0,1000,ATCNet,16.55,6.6,1.88,2.23,1544.55,110.53,114586
Yang2025,MI,4.0,1000,ShallowConvNet,21.04,3.18,2.55,2.84,4092.96,72.8,116362
Yang2025,MI,4.0,1000,DeepConvNet,17.3,2.72,2.55,2.24,2618.35,185.05,319577
BI2015a,P300,1.0,512,EEGNetv4,1.17,0.76,0.75,1.14,104.1,7.63,4770
BI2015a,P300,1.0,512,ATCNet,7.38,6.87,0.76,0.87,134.27,24.93,113722
BI2015a,P300,1.0,512,ShallowConvNet,1.78,0.65,1.01,0.88,222.83,20.28,54522
BI2015a,P300,1.0,512,DeepConvNet,2.44,1.0,1.01,1.15,182.76,14.95,285502
Huebner2017,P300,0.9,1000,EEGNetv4,2.08,0.67,1.06,0.9,195.96,12.46,5506
Huebner2017,P300,0.9,1000,ATCNet,9.97,6.9,1.06,0.91,240.38,28.32,113690
Huebner2017,P300,0.9,1000,ShallowConvNet,1.91,0.93,0.79,1.2,325.85,37.96,55002
Huebner2017,P300,0.9,1000,DeepConvNet,2.93,1.08,0.82,1.2,278.17,23.76,286877
Huebner2018,P300,0.9,1000,EEGNetv4,2.08,0.68,1.07,0.91,193.37,12.91,5506
Huebner2018,P300,0.9,1000,ATCNet,7.99,7.79,0.8,1.22,204.21,30.6,113690
Huebner2018,P300,0.9,1000,ShallowConvNet,1.92,0.91,0.8,0.92,326.85,37.91,55002
Huebner2018,P300,0.9,1000,DeepConvNet,2.9,1.05,0.8,0.92,281.95,23.78,286877
Kalunga2016,SSVEP,2.0,256,EEGNetv4,1.31,0.73,0.52,0.64,45.62,3.28,5028
Kalunga2016,SSVEP,2.0,256,ATCNet,9.01,6.63,0.57,0.53,86.97,22.05,113284
Kalunga2016,SSVEP,2.0,256,ShallowConvNet,0.85,0.44,0.43,0.54,47.88,4.14,18364
Kalunga2016,SSVEP,2.0,256,DeepConvNet,1.5,0.76,0.43,0.53,52.0,8.03,272504
Lee2019_SSVEP,SSVEP,4.0,1000,EEGNetv4,10.18,0.88,2.09,3.09,1317.18,106.78,20708
Lee2019_SSVEP,SSVEP,4.0,1000,ATCNet,17.01,6.58,2.09,2.45,1366.33,117.87,115012
Lee2019_SSVEP,SSVEP,4.0,1000,ShallowConvNet,21.75,3.16,2.79,2.44,4677.09,75.15,142044
Lee2019_SSVEP,SSVEP,4.0,1000,DeepConvNet,17.29,2.17,2.8,2.44,2708.15,206.75,340654
MAMEM2,SSVEP,3.0,250,EEGNetv4,7.94,0.81,166.91,143.03,1046.16,221.3,14597
MAMEM2,SSVEP,3.0,250,ATCNet,18.09,7.63,155.77,154.8,903.79,229.86,121385
MAMEM2,SSVEP,3.0,250,ShallowConvNet,15.69,2.44,154.26,159.81,2276.15,77.76,419485
MAMEM2,SSVEP,3.0,250,DeepConvNet,7.29,1.9,147.25,151.57,1658.95,515.88,431505