Results: AutoML Training and Performance
One NVIDIA GeForce RTX 4090 GPU was used to complete the overall AutoML training. Three subnets are trained from the OFA procedure, and one of them is chosen as TinyDurianNet.
The final TinyDurianNet can classify the durian correctly, which demonstrates strong robustness. Running on the MAX78002 MCU, the system achieved approximately 3.06 milliseconds of CNN inference time while consuming around 180 mW of power.
| Metric | Performance |
|---|---|
| CNN Inference Time | ~3.06ms |
| Power Consumption | ~180mW |
Applicable Part Number
| DigiKey Part Numbers | Manufacturer Part Number |
|---|---|
| MAX9867ETJ+TTR-ND,MAX9867ETJ+TCT-ND,MAX9867ETJ+TDKR-ND | MAX9867ETJ+T |
| MAX9867EWV+TTR-ND,MAX9867EWV+TCT-ND | MAX9867EWV+T |
| MAX9867ETJ±ND | MAX9867ETJ+ |
| 505-MAX9867ETJ+G3U-ND | MAX9867ETJ+G3U |
| MAX9867ETJ+TG3U-ND | MAX9867ETJ+TG3U |
| 505-MAX9867EWV+G47-ND | MAX9867EWV+G47 |
| 505-MAX78002GXE±ND | MAX78002GXE+ |
| 3318-PG1302XA-NA0-ND | PG1302XA-NA0 |
| 3318-PG2405CA-NA0-ND | PG2405CA-NA0 |
| 757-NHD-2.4-240320AF-CSXP-ND | NHD-2.4-240320AF-CSXP |
| NHD-2.4-240320CF-CSXN#-F-ND | NHD-2.4-240320CF-CSXN#-F |
| 1548-NHD-2.4-240320CF-BSXV-F-ND | NHD-2.4-240320CF-BSXV-F |
| 757-NHD-2.4-240320CF-BSXV-FT-ND | NHD-2.4-240320CF-BSXV-FT |
| NHD-2.8-240320AF-CSXP-F-ND | NHD-2.8-240320AF-CSXP-F |
| 1597-104990802-ND | 1.05E+08 |
| 757-NHD-2.4-240320AF-CTXP-ND | NHD-2.4-240320AF-CTXP |
| 5491-AFY240320B0-2.4INTH-ND | AFY240320B0-2.4INTH |
| 3387-ATM0200B3-ND | ATM0200B3 |
| NHD-2.4-240320CF-CSXN#-FT-ND | NHD-2.4-240320CF-CSXN#-FT |
| 5491-AFY240320A1-2.8INTH-ND | AFY240320A1-2.8INTH |
| 757-NHD-2.4-240320AF-CTXP-T-ND | NHD-2.4-240320AF-CTXP-T |
| 757-NHD-2.4-240320AF-CSXP-T-ND | NHD-2.4-240320AF-CSXP-T |
| 4863-WF0200BSYAJDNN0-ND | WF0200BSYAJDNN0 |
| 3390-GLT035240320WH1-ND | GLT035240320WH1 |
| 3086-MDT0280A1IH-MULTI-ND | MDT0280A1IH-MULTI |
| 1528-4421-ND | 4421 |
| 1597-104990803-ND | 1.05E+08 |
| 5491-AFL240320A0-2.0INTM-ANO-ND | AFL240320A0-2.0INTM-ANO |
| 5491-AFL240320A0-2.4N12NTM-ANO-ND | AFL240320A0-2.4N12NTM-ANO |
| 5491-AFL240320A0-2.8N12NTM-ANO-ND | AFL240320A0-2.8N12NTM-ANO |
| 757-NHD-2.4-240320AF-CSXP-CTP-ND | NHD-2.4-240320AF-CSXP-CTP |
| 757-NHD-2.8-CSXP-BREAKOUT-ND | NHD-2.8-CSXP-BREAKOUT |
| 5491-AFR240240A0-1.5INTN-ND | AFR240240A0-1.5INTN |
| 5491-AFL240240A0-1.3INTM-ANO-ND | AFL240240A0-1.3INTM-ANO |
| 5491-AFR240320A0-2.0INTM-ND | AFR240320A0-2.0INTM |
| 5491-AFR240240A0R-1.3INTM-ND | AFR240240A0R-1.3INTM |
| 757-NHD-2.4-240320AF-CTXP-CTP-ND | NHD-2.4-240320AF-CTXP-CTP |
| 5491-AFY240320A1-2.4INTH-C1-ND | AFY240320A1-2.4INTH-C1 |
| 5491-AFY240320A1-2.8INTH-C1-ND | AFY240320A1-2.8INTH-C1 |
| NHD-2.8-240320AF-CSXP-FT-ND | NHD-2.8-240320AF-CSXP-FT |
| 277-1132710-ND | 1132710 |
| 3387-ATM0240B32-ND | ATM0240B32 |
| 5491-AFY240320A1-2.8INTH-R-ND | AFY240320A1-2.8INTH-R |
| 757-NHD-1.5-240240AF-CSXP-ND | NHD-1.5-240240AF-CSXP |
| 757-NHD-1.5-240240AF-CSXP-T-ND | NHD-1.5-240240AF-CSXP-T |
| 5491-AFY240320A2-2.4INTH-R-ND | AFY240320A2-2.4INTH-R |
| 757-NHD-2.4-CTXP-BREAKOUT-ND | NHD-2.4-CTXP-BREAKOUT |
| 757-NHD-2.4-CSXP-BREAKOUT-ND | NHD-2.4-CSXP-BREAKOUT |
| 757-NHD-2.4R-CTXP-BREAKOUT-ND | NHD-2.4R-CTXP-BREAKOUT |
| 757-NHD-2.4R-CSXP-BREAKOUT-ND | NHD-2.4R-CSXP-BREAKOUT |
| 757-NHD-2.8R-CSXP-BREAKOUT-ND | NHD-2.8R-CSXP-BREAKOUT |
| 757-NHD-2.4C-CTXP-BREAKOUT-ND | NHD-2.4C-CTXP-BREAKOUT |
| 757-NHD-2.4C-CSXP-BREAKOUT-ND | NHD-2.4C-CSXP-BREAKOUT |
| 757-NHD-2.8C-CSXP-BREAKOUT-ND | NHD-2.8C-CSXP-BREAKOUT |
| 2544-AFL240135A0-1.14INTM-ANO-ND | AFL240135A0-1.14INTM-ANO |
| 4863-WF0200BTYAJDNN0-ND | WF0200BTYAJDNN0 |
| 3390-GLT024240320TR2-ND | GLT024240320TR2 |
| 3190-DLC-T2.0ASC#1-ND | DLC-T2.0ASC#1 |
| 4863-WF24MTLAJDNN0-ND | WF24MTLAJDNN0 |
| 3749-ST0154A1W-RSLW-C-ND | ST0154A1W-RSLW-C |
| 2544-AFY240320A0-2.4INTH-R-ND | AFY240320A0-2.4INTH-R |
| 3086-MDT0200FIH-MULTI-ND | MDT0200FIH-MULTI |
| 2632-E15RA-FW255-N-ND | E15RA-FW255-N |
| 2632-E24GA-I-CW850-RTB-ND | E24GA-I-CW850-R |
| 2632-E24GA-I-CW1000-N-ND | E24GA-I-CW1000-N |
| 2632-E28RA-I-CW480-N-ND | E28RA-I-CW480-N |
| 2632-E24RA1-FW420-N-ND | E24RA1-FW420-N |
| 3190-DLC0283BCM04CB-1-ND | DLC0283BCM04CB-1 |
| 3749-ST0280A3WY-RSLW-F-ND | ST0280A3WY-RSLW-F |
| 4863-WF0200BTYAJDNG0-ND | WF0200BTYAJDNG0 |
| 2544-AFY240320A0-2.4INTH-C-ND | AFY240320A0-2.4INTH-C |
| 2632-E24RA-I-CW500-N-ND | E24RA-I-CW500-N |
| 2632-E32RA-CW380-N-ND | E32RA-CW380-N |
| 2632-E32RA-CW350-R-ND | E32RA-CW350-R |
| 3190-DLC0140AZP03SF-1-ND | DLC0140AZP03SF-1 |
| 2632-E28RA-FW480-N-ND | E28RA-FW480-N |
| 2632-E28RA-I-CW600-C-ND | E28RA-I-CW600-C |
| 3749-ST0430E2WCY-RSLW-F-ND | ST0430E2WCY-RSLW-F |
| 2632-E32RA-CW370-C-ND | E32RA-CW370-C |
| 2632-E28RA-FW580-C-ND | E28RA-FW580-C |
| 3749-ST0144S4W-RSLW-F-ND | ST0144S4W-RSLW-F |
| 3318-PG28006A-ND | PG28006A |
| 2632-E24RB-I-CW1150-N-ND | E24RB-I-CW1150-N |
| 3749-ST0280A3W-RSLW-F-ND | ST0280A3W-RSLW-F |
| 2632-E24RE-I-CW400-C-ND | E24RE-I-CW400-C |
| 5491-AFL240240A0-1.54INTM-ANO-ND | AFL240240A0-1.54INTM-ANO |
| 5491-AFR240320A0-1.77INTM-ND | AFR240320A0-1.77INTM |
| NHD-2.8-240320AF-CSXP-FCTP-ND | NHD-2.8-240320AF-CSXP-FCTP |
| 1597-104990542-ND | 1.05E+08 |
| 2470-ATM0280B3-ND | ATM0280B3 |
| 1471-MIKROE-6587-ND | MIKROE-6587 |
| 1471-MIKROE-6588-ND | MIKROE-6588 |
| 2114-4DLCD-24-240-320-RT-NM-165-M16/S-ND | 4DLCD-24-240-320-RT-NM-165-M16/S |
| 2114-4DLCD-24-240-320-NT-CLB-170-M16/S-ND | 4DLCD-24-240-320-NT-CLB-170-M16/S |
| 2114-4DLCD-28-240-320-NT-NM-175-M8/M16-ND | 4DLCD-28-240-320-NT-NM-175-M8/M16 |
| 2114-4DLCD-28-240-320-RT-NM-140-M8/M16-ND | 4DLCD-28-240-320-RT-NM-140-M8/M16 |
| 2114-4DLCD-28-240-320-RT-NM-170-M16/S-ND | 4DLCD-28-240-320-RT-NM-170-M16/S |
| 2114-4DLCD-24-320-240-CT-NM-170-M16/S-ND | 4DLCD-24-320-240-CT-NM-170-M16/S |
| 2114-4DLCD-24-240-320-CT-CLB-165-M16/S-ND | 4DLCD-24-240-320-CT-CLB-165-M16/S |
| 2114-4DLCD-28-320-240-CT-NM-170-M8/M16-ND | 4DLCD-28-320-240-CT-NM-170-M8/M16 |
| 2114-4DLCD-28-240-320-CT-CLB-157-M8/M16-ND | 4DLCD-28-240-320-CT-CLB-157-M8/M16 |
| 5491-AFY240320A1-2.8INTH-C-ND | AFY240320A1-2.8INTH-C |
| 2544-AGU240320A00-1.77INSM-ND | AGU240320A00-1.77INSM |
| 5491-AFY240320A1-2.4INTH-C-ND | AFY240320A1-2.4INTH-C |
| 5491-AFR240240A0-1.3INTM-ND | AFR240240A0-1.3INTM |
| 3749-ST0103A2W-WSNLW-F-ND | ST0103A2W-WSNLW-F |
| 2544-AFY240320A0-2.8INTH-C-ND | AFY240320A0-2.8INTH-C |
| 2114-4DLCD-25-240-240-NT-NM-300-M16/S-ND | 4DLCD-25-240-240-NT-NM-300-M16/S |
| 2114-4DLCD-25-240-240-CT-NM-255-M16/S-ND | 4DLCD-25-240-240-CT-NM-255-M16/S |
| 2114-4DLCD-25-240-240-CT-CLB-300-M16/S-ND | 4DLCD-25-240-240-CT-CLB-300-M16/S |
| 2544-AFY240320A0-2.8INTH-ND | AFY240320A0-2.8INTH |
| 2544-AFY240320A0-2.8INTH-R-ND | AFY240320A0-2.8INTH-R |
| 2632-E28RA-I-CW384-R-ND | E28RA-I-CW384-R |
| 5491-AFY240320A1-2.4INTH-R-ND | AFY240320A1-2.4INTH-R |
| 5491-AFY240320A1-2.4INTH-ND | AFY240320A1-2.4INTH |
| 3749-ST0280H4W-RSMLW-F-ND | ST0280H4W-RSMLW-F |
| 3749-ST0200H2W-RSLW-F-ND | ST0200H2W-RSLW-F |
| 4863-WF0200BSYAJDNG0-ND | WF0200BSYAJDNG0 |
| 6233-GF-M36XGF20383-01-ND | GF-M36XGF20383-01 |
| 2632-E24BA-CW1000-N-ND | E24BA-CW1000-N |