David Schwarz / Ball Bearing Fault Detection Public
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Target

No name set

TI LAUNCHXL-CC1352P (Cortex-M4F 48MHz)

100 ms

80 kB

352 kB

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F1-score

Precision

Recall

69%
mfe-conv1d-332
PERFORMANCE
LATENCY
68 ms of 100 ms
RAM
18 kB of 80 kB
ROM
44 kB of 352 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
250 ms |
Enabled

MFE

0.05 | 0.05 | 40

ACCURACY (KERAS)

9/21/2021, 7:54:03 PM

63%
mfe-conv1d-2ca
PERFORMANCE
LATENCY
42 ms of 100 ms
RAM
19 kB of 80 kB
ROM
44 kB of 352 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
250 ms |
Enabled

MFE

0.05 | 0.05 | 40

ACCURACY (KERAS)

9/21/2021, 7:55:14 PM

63%
mfe-conv1d-dce
PERFORMANCE
LATENCY
42 ms of 100 ms
RAM
19 kB of 80 kB
ROM
44 kB of 352 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
1000 ms |
Enabled

MFE

0.05 | 0.05 | 40

ACCURACY (KERAS)

9/21/2021, 7:55:13 PM

63%
mfe-conv1d-990
PERFORMANCE
LATENCY
84 ms of 100 ms
RAM
20 kB of 80 kB
ROM
71 kB of 352 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
1000 ms |
Enabled

MFE

0.05 | 0.05 | 40

ACCURACY (KERAS)

9/21/2021, 7:58:19 PM

63%
mfe-conv1d-a47
PERFORMANCE
LATENCY
42 ms of 100 ms
RAM
19 kB of 80 kB
ROM
44 kB of 352 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
1000 ms |
Enabled

MFE

0.05 | 0.05 | 40

ACCURACY (KERAS)

9/21/2021, 7:57:25 PM

56%
mfe-conv1d-f84
PERFORMANCE
LATENCY
32 ms of 100 ms
RAM
18 kB of 80 kB
ROM
46 kB of 352 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
500 ms |
Enabled

MFE

0.05 | 0.05 | 40

ACCURACY (KERAS)

9/21/2021, 8:00:25 PM

56%
mfe-conv1d-29e
PERFORMANCE
LATENCY
42 ms of 100 ms
RAM
19 kB of 80 kB
ROM
44 kB of 352 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
1000 ms |
Enabled

MFE

0.05 | 0.05 | 40

ACCURACY (KERAS)

9/21/2021, 7:51:22 PM

56%
mfe-conv1d-55b
PERFORMANCE
LATENCY
68 ms of 100 ms
RAM
20 kB of 80 kB
ROM
56 kB of 352 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
250 ms |
Enabled

MFE

0.05 | 0.05 | 40

ACCURACY (KERAS)

9/21/2021, 7:52:43 PM

56%
mfe-conv1d-e10
PERFORMANCE
LATENCY
48 ms of 100 ms
RAM
20 kB of 80 kB
ROM
56 kB of 352 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
250 ms |
Enabled

MFE

0.05 | 0.05 | 40

ACCURACY (KERAS)

9/21/2021, 7:52:38 PM

56%
mfe-conv1d-eee
PERFORMANCE
LATENCY
26 ms of 100 ms
RAM
18 kB of 80 kB
ROM
36 kB of 352 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
250 ms |
Enabled

MFE

0.05 | 0.05 | 40

ACCURACY (KERAS)

9/21/2021, 7:53:23 PM

56%
mfe-conv1d-5b7
PERFORMANCE
LATENCY
84 ms of 100 ms
RAM
26 kB of 80 kB
ROM
231 kB of 352 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
250 ms |
Enabled

MFE

0.05 | 0.05 | 40

ACCURACY (KERAS)

9/21/2021, 7:56:02 PM

56%
mfe-conv1d-451
PERFORMANCE
LATENCY
84 ms of 100 ms
RAM
22 kB of 80 kB
ROM
87 kB of 352 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
500 ms |
Enabled

MFE

0.05 | 0.05 | 40

ACCURACY (KERAS)

9/21/2021, 7:56:23 PM

56%
mfe-conv1d-252
PERFORMANCE
LATENCY
76 ms of 100 ms
RAM
23 kB of 80 kB
ROM
151 kB of 352 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
250 ms |
Enabled

MFE

0.05 | 0.05 | 40

ACCURACY (KERAS)

9/21/2021, 7:56:48 PM

56%
mfe-conv1d-890
PERFORMANCE
LATENCY
76 ms of 100 ms
RAM
24 kB of 80 kB
ROM
71 kB of 352 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
500 ms |
Enabled

MFE

0.05 | 0.05 | 40

ACCURACY (KERAS)

9/21/2021, 7:57:08 PM

56%
mfe-conv1d-359
PERFORMANCE
LATENCY
76 ms of 100 ms
RAM
24 kB of 80 kB
ROM
71 kB of 352 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
500 ms |
Enabled

MFE

0.05 | 0.05 | 40

ACCURACY (KERAS)

9/21/2021, 7:57:07 PM