mayinjabob / Ai_sorterV1 Public
Target: Espressif ESP-EYE (ESP32 240MHz) Clone this project

Test data

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Model variants
Test 'Unoptimized (float32)' model Test 'Quantized (int8)' model
Set the 'expected outcome' for each sample to the desired outcome to automatically score the impulse.

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Sample name Expected outcome Accuracy Result
SOT323 (9) SOT323 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOT323 (65) SOT323 0% SOT23
Show classification Show in data acquisition Show in feature explorer
SOT323 (62) SOT323 0% SOP8
Show classification Show in data acquisition Show in feature explorer
SOT323 (59) SOT323 0% SOP8
Show classification Show in data acquisition Show in feature explorer
SOT323 (57) SOT323 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOT323 (48) SOT323 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOT323 (43) SOT323 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOT323 (40) SOT323 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOT323 (36) SOT323 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOT323 (30) SOT323 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOT323 (25) SOT323 0% SOP8
Show classification Show in data acquisition Show in feature explorer
SOT323 (11) SOT323 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOT323 (14) SOT323 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOT323 (23) SOT323 0% SOP8
Show classification Show in data acquisition Show in feature explorer
SOT323 (1) SOT323 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOT23 (92) SOT23 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOT23 (88) SOT23 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOT23 (78) SOT23 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOT23 (80) SOT23 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOT23 (84) SOT23 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOT23 (85) SOT23 0% SOP8
Show classification Show in data acquisition Show in feature explorer
SOT23 (73) SOT23 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOT23 (68) SOT23 100% SOT23
Show classification Show in data acquisition Show in feature explorer
SOT23 (55) SOT23 0% SOP8
Show classification Show in data acquisition Show in feature explorer
SOT23 (66) SOT23 0% Connector
Show classification Show in data acquisition Show in feature explorer
SOT23 (59) SOT23 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOT23 (5) SOT23 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOT23 (41) SOT23 100% SOT23
Show classification Show in data acquisition Show in feature explorer
SOT23 (39) SOT23 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOT23 (35) SOT23 100% SOT23
Show classification Show in data acquisition Show in feature explorer
SOT23 (33) SOT23 0% Connector
Show classification Show in data acquisition Show in feature explorer
SOT23 (27) SOT23 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOT23 (20) SOT23 100% SOT23
Show classification Show in data acquisition Show in feature explorer
SOT23 (26) SOT23 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOT23 (17) SOT23 100% SOT23
Show classification Show in data acquisition Show in feature explorer
SOT23 (10) SOT23 0% SOT323
Show classification Show in data acquisition Show in feature explorer
SOP8 (61) SOP8 100% SOP8
Show classification Show in data acquisition Show in feature explorer
SOP8 (5) SOP8 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOP8 (56) SOP8 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOP8 (51) SOP8 100% SOP8
Show classification Show in data acquisition Show in feature explorer
SOP8 (48) SOP8 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOP8 (47) SOP8 100% SOP8
Show classification Show in data acquisition Show in feature explorer
SOP8 (41) SOP8 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOP8 (42) SOP8 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOP8 (34) SOP8 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOP8 (38) SOP8 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOP8 (33) SOP8 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOP8 (29) SOP8 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOP8 (26) SOP8 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOP8 (2) SOP8 100% SOP8
Show classification Show in data acquisition Show in feature explorer
SOP8 (13) SOP8 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOP8 (12) SOP8 0% uncertain
Show classification Show in data acquisition Show in feature explorer
SOP8 (1) SOP8 0% uncertain
Show classification Show in data acquisition Show in feature explorer
QFN32 (4) QFN32 0% uncertain
Show classification Show in data acquisition Show in feature explorer
QFN32 (22) QFN32 0% uncertain
Show classification Show in data acquisition Show in feature explorer
QFN32 (17) QFN32 0% uncertain
Show classification Show in data acquisition Show in feature explorer
QFN32 (12) QFN32 0% uncertain
Show classification Show in data acquisition Show in feature explorer
QFN32 (10) QFN32 0% uncertain
Show classification Show in data acquisition Show in feature explorer
Inductor (72) Inductor 0% uncertain
Show classification Show in data acquisition Show in feature explorer
Inductor (70) Inductor 0% uncertain
Show classification Show in data acquisition Show in feature explorer
Inductor (65) Inductor 100% Inductor
Show classification Show in data acquisition Show in feature explorer
Inductor (60) Inductor 0% uncertain
Show classification Show in data acquisition Show in feature explorer
Inductor (55) Inductor 0% uncertain
Show classification Show in data acquisition Show in feature explorer
Inductor (5) Inductor 0% uncertain
Show classification Show in data acquisition Show in feature explorer
Inductor (48) Inductor 0% uncertain
Show classification Show in data acquisition Show in feature explorer
Inductor (43) Inductor 0% uncertain
Show classification Show in data acquisition Show in feature explorer
Inductor (34) Inductor 0% Electrolytic
Show classification Show in data acquisition Show in feature explorer
Inductor (31) Inductor 0% uncertain
Show classification Show in data acquisition Show in feature explorer
Inductor (28) Inductor 100% Inductor
Show classification Show in data acquisition Show in feature explorer
Inductor (16) Inductor 100% Inductor
Show classification Show in data acquisition Show in feature explorer
Inductor (10) Inductor 0% uncertain
Show classification Show in data acquisition Show in feature explorer
Electrolytic (9) Electrolytic 0% uncertain
Show classification Show in data acquisition Show in feature explorer
Electrolytic (76) Electrolytic 100% Electrolytic
Show classification Show in data acquisition Show in feature explorer
Electrolytic (61) Electrolytic 0% uncertain
Show classification Show in data acquisition Show in feature explorer
Electrolytic (63) Electrolytic 0% uncertain
Show classification Show in data acquisition Show in feature explorer
Electrolytic (6) Electrolytic 0% uncertain
Show classification Show in data acquisition Show in feature explorer
Electrolytic (56) Electrolytic 0% uncertain
Show classification Show in data acquisition Show in feature explorer
Electrolytic (52) Electrolytic 0% uncertain
Show classification Show in data acquisition Show in feature explorer
Electrolytic (45) Electrolytic 100% Electrolytic
Show classification Show in data acquisition Show in feature explorer
Electrolytic (42) Electrolytic 100% Electrolytic
Show classification Show in data acquisition Show in feature explorer
Electrolytic (37) Electrolytic 0% Inductor
Show classification Show in data acquisition Show in feature explorer
Electrolytic (33) Electrolytic 100% Electrolytic
Show classification Show in data acquisition Show in feature explorer
Electrolytic (31) Electrolytic 0% uncertain
Show classification Show in data acquisition Show in feature explorer
Electrolytic (19) Electrolytic 100% Electrolytic
Show classification Show in data acquisition Show in feature explorer
Electrolytic (14) Electrolytic 100% Electrolytic
Show classification Show in data acquisition Show in feature explorer
Electrolytic (20) Electrolytic 100% Electrolytic
Show classification Show in data acquisition Show in feature explorer
Electrolytic (1) Electrolytic 0% Inductor
Show classification Show in data acquisition Show in feature explorer
Connector (8) Connector 0% uncertain
Show classification Show in data acquisition Show in feature explorer
Connector (68) Connector 100% Connector
Show classification Show in data acquisition Show in feature explorer
Connector (61) Connector 0% Electrolytic
Show classification Show in data acquisition Show in feature explorer
Connector (56) Connector 100% Connector
Show classification Show in data acquisition Show in feature explorer
Connector (48) Connector 0% uncertain
Show classification Show in data acquisition Show in feature explorer
Connector (50) Connector 0% uncertain
Show classification Show in data acquisition Show in feature explorer
Connector (42) Connector 0% uncertain
Show classification Show in data acquisition Show in feature explorer
Connector (37) Connector 100% Connector
Show classification Show in data acquisition Show in feature explorer
Connector (33) Connector 100% Connector
Show classification Show in data acquisition Show in feature explorer
Connector (30) Connector 100% Connector
Show classification Show in data acquisition Show in feature explorer
Connector (24) Connector 0% uncertain
Show classification Show in data acquisition Show in feature explorer
Connector (15) Connector 100% Connector
Show classification Show in data acquisition Show in feature explorer
Connector (1) Connector 0% uncertain
Show classification Show in data acquisition Show in feature explorer
BGA (60) BGA 100% BGA
Show classification Show in data acquisition Show in feature explorer
BGA (50) BGA 100% BGA
Show classification Show in data acquisition Show in feature explorer
BGA (59) BGA 0% uncertain
Show classification Show in data acquisition Show in feature explorer
BGA (49) BGA 100% BGA
Show classification Show in data acquisition Show in feature explorer
BGA (47) BGA 100% BGA
Show classification Show in data acquisition Show in feature explorer
BGA (43) BGA 0% uncertain
Show classification Show in data acquisition Show in feature explorer
BGA (35) BGA 0% uncertain
Show classification Show in data acquisition Show in feature explorer
BGA (39) BGA 0% uncertain
Show classification Show in data acquisition Show in feature explorer
BGA (36) BGA 100% BGA
Show classification Show in data acquisition Show in feature explorer
BGA (29) BGA 0% uncertain
Show classification Show in data acquisition Show in feature explorer
BGA (22) BGA 0% QFN32
Show classification Show in data acquisition Show in feature explorer
BGA (17) BGA 0% uncertain
Show classification Show in data acquisition Show in feature explorer
BGA (23) BGA 0% uncertain
Show classification Show in data acquisition Show in feature explorer
BGA (12) BGA 100% BGA
Show classification Show in data acquisition Show in feature explorer
0603_rect (7) 0603 0% uncertain
Show classification Show in data acquisition Show in feature explorer
0603_rect (31) 0603 0% uncertain
Show classification Show in data acquisition Show in feature explorer
0603_rect (21) 0603 0% uncertain
Show classification Show in data acquisition Show in feature explorer
0603_rect (15) 0603 0% uncertain
Show classification Show in data acquisition Show in feature explorer
0603_rect (14) 0603 0% SOT23
Show classification Show in data acquisition Show in feature explorer
0603_rect (1) 0603 0% uncertain
Show classification Show in data acquisition Show in feature explorer
0402_rect (5) 0402 0% uncertain
Show classification Show in data acquisition Show in feature explorer
0402_rect (28) 0402 0% uncertain
Show classification Show in data acquisition Show in feature explorer
0402_rect (2) 0402 0% uncertain
Show classification Show in data acquisition Show in feature explorer
0402_rect (27) 0402 0% SOT23
Show classification Show in data acquisition Show in feature explorer
0402_rect (23) 0402 0% uncertain
Show classification Show in data acquisition Show in feature explorer
0402_rect (16) 0402 0% uncertain
Show classification Show in data acquisition Show in feature explorer
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Model testing output

Results

Model version:
Accuracy
24.60%

Metrics for Transfer learning

Metric Value
Area under ROC Curve 0.79
Weighted average Precision 0.43
Weighted average Recall 0.42
Weighted average F1 score 0.41

Confusion matrix

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Feature explorer

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