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Description
The Problem
Hello,
I successfully installed AI-on-the-edge for my ESP32-Cam-MB today.
But I run into a problem after moving the case/removing the esp32 from the case.
The left image is the one from the dashboard and on the right from the livestream.

Since the left on is on a poor resolution, the numbers are not getting correctly read. It seems like it uses the bad resolution for the number detection.
From my POV this should not be a focus problem. But please tell me, if I am wrong.
I also appreciate every answer, helping me resolving this issue!
It's a great project. Thanks!
Version
16.0.0
Logfile
[0d00h00m00s] 2025-11-17T18:53:58 <INF> [MAIN] =================================================
[0d00h00m00s] 2025-11-17T18:53:58 <INF> [MAIN] ==================== Start ======================
[0d00h00m00s] 2025-11-17T18:53:58 <INF> [MAIN] =================================================
[0d00h00m00s] 2025-11-17T18:53:58 <INF> [SDCARD] Basic R/W check started...
[0d00h00m00s] 2025-11-17T18:53:58 <INF> [SDCARD] Basic R/W check successful
[0d00h00m00s] 2025-11-17T18:53:59 <INF> [MAIN] PSRAM size: 8388608 byte (8MB / 64MBit)
[0d00h00m00s] 2025-11-17T18:53:59 <INF> [MAIN] Total heap: 4378411 byte
[0d00h00m03s] 2025-11-17T18:54:01 <INF> [MAIN] Camera info: PID: 0x26, VER: 0x42, MIDL: 0x7f, MIDH: 0xa2
[0d00h00m03s] 2025-11-17T18:54:01 <INF> [SNTP] TimeServer not defined, using default: pool.ntp.org
[0d00h00m03s] 2025-11-17T18:54:01 <INF> [SNTP] Configuring NTP Client...
[0d00h00m03s] 2025-11-17T19:54:01 <INF> [SNTP] Time zone set to CET-1CEST,M3.5.0,M10.5.0/3
[0d00h00m03s] 2025-11-17T19:54:01 <INF> [SNTP] time zone: +0100 Delta to UTC: 3600 seconds
[0d00h00m03s] 2025-11-17T19:54:01 <INF> [SNTP] Time is already set: 2025-11-17 19:54:01
[0d00h00m03s] 2025-11-17T19:54:01 <INF> [MAIN] CPU frequency: 160 MHz
[0d00h00m03s] 2025-11-17T19:54:01 <INF> [SDCARD] Folder/file presence check started...
[0d00h00m03s] 2025-11-17T19:54:01 <INF> [SDCARD] Folder/file presence check successful
[0d00h00m03s] 2025-11-17T19:54:01 <INF> [MAIN] Tag: 'v16.0.0', Release: v16.0.0 (Commit: f542d84), Date/Time: 2025-03-15 13:28, Web UI: Release: v16.0.0 (Commit: f542d84)
[0d00h00m03s] 2025-11-17T19:54:02 <INF> [MAIN] Reset reason: Via esp_restart
[0d00h00m03s] 2025-11-17T19:54:02 <INF> [WLANINI] SSID: XXX
[0d00h00m03s] 2025-11-17T19:54:02 <INF> [WLANINI] Password: XXXXXXXX
[0d00h00m03s] 2025-11-17T19:54:02 <INF> [WLANINI] RSSIThreshold: -75
[0d00h00m03s] 2025-11-17T19:54:02 <INF> [MAIN] WLAN config loaded, init WIFI...
[0d00h00m03s] 2025-11-17T19:54:02 <INF> [WIFI] Automatic interface config --> Use DHCP service
[0d00h00m03s] 2025-11-17T19:54:02 <INF> [WIFI] Set hostname to: watermeter
[0d00h00m03s] 2025-11-17T19:54:02 <INF> [WIFI] Init successful
[0d00h00m06s] 2025-11-17T19:54:04 <INF> [WIFI] Connected to: XXX, RSSI: -42
[0d00h00m07s] 2025-11-17T19:54:05 <INF> [WIFI] Assigned IP: XXX
[0d00h00m09s] 2025-11-17T19:54:08 <INF> [SNTP] Time is synced with NTP Server pool.ntp.org: 2025-11-17 19:54:08
[0d00h00m09s] 2025-11-17T19:54:08 <INF> [MAIN] Device info: CPU cores: 2, Chip revision: 301
[0d00h00m09s] 2025-11-17T19:54:08 <INF> [MAIN] SD card info: Name: ASTC, Capacity: 14910MB, Free: 14895MB
[0d00h00m11s] 2025-11-17T19:54:10 <INF> [MAIN] Initialization completed successfully
[0d00h00m14s] 2025-11-17T19:54:12 <INF> [TFLITE] Trying to load the model. If it crashes here, it ist most likely due to a corrupted model!
[0d00h00m14s] 2025-11-17T19:54:12 <INF> [TFLITE] Trying to load the model. If it crashes here, it ist most likely due to a corrupted model!
[0d00h00m14s] 2025-11-17T19:54:13 <INF> [LOGFILE] Set log level to ERROR
[0d00h00m00s] 2025-11-17T18:57:06 <INF> [MAIN] =================================================
[0d00h00m00s] 2025-11-17T18:57:06 <INF> [MAIN] ==================== Start ======================
[0d00h00m00s] 2025-11-17T18:57:06 <INF> [MAIN] =================================================
[0d00h00m00s] 2025-11-17T18:57:06 <INF> [SDCARD] Basic R/W check started...
[0d00h00m00s] 2025-11-17T18:57:06 <INF> [SDCARD] Basic R/W check successful
[0d00h00m00s] 2025-11-17T18:57:07 <INF> [MAIN] PSRAM size: 8388608 byte (8MB / 64MBit)
[0d00h00m00s] 2025-11-17T18:57:07 <INF> [MAIN] Total heap: 4378411 byte
[0d00h00m03s] 2025-11-17T18:57:09 <INF> [MAIN] Camera info: PID: 0x26, VER: 0x42, MIDL: 0x7f, MIDH: 0xa2
[0d00h00m03s] 2025-11-17T18:57:09 <INF> [SNTP] TimeServer not defined, using default: pool.ntp.org
[0d00h00m03s] 2025-11-17T18:57:09 <INF> [SNTP] Configuring NTP Client...
[0d00h00m03s] 2025-11-17T19:57:09 <INF> [SNTP] Time zone set to CET-1CEST,M3.5.0,M10.5.0/3
[0d00h00m03s] 2025-11-17T19:57:10 <INF> [SNTP] time zone: +0100 Delta to UTC: 3600 seconds
[0d00h00m03s] 2025-11-17T19:57:10 <INF> [SNTP] Time is already set: 2025-11-17 19:57:10
[0d00h00m03s] 2025-11-17T19:57:10 <INF> [MAIN] CPU frequency: 160 MHz
[0d00h00m03s] 2025-11-17T19:57:10 <INF> [SDCARD] Folder/file presence check started...
[0d00h00m03s] 2025-11-17T19:57:10 <INF> [SDCARD] Folder/file presence check successful
[0d00h00m03s] 2025-11-17T19:57:10 <INF> [MAIN] Tag: 'v16.0.0', Release: v16.0.0 (Commit: f542d84), Date/Time: 2025-03-15 13:28, Web UI: Release: v16.0.0 (Commit: f542d84)
[0d00h00m03s] 2025-11-17T19:57:10 <INF> [MAIN] Reset reason: Via esp_restart
[0d00h00m03s] 2025-11-17T19:57:10 <INF> [WLANINI] SSID: XXX
[0d00h00m03s] 2025-11-17T19:57:10 <INF> [WLANINI] Password: XXXXXXXX
[0d00h00m03s] 2025-11-17T19:57:10 <INF> [WLANINI] RSSIThreshold: -75
[0d00h00m03s] 2025-11-17T19:57:10 <INF> [MAIN] WLAN config loaded, init WIFI...
[0d00h00m03s] 2025-11-17T19:57:10 <INF> [WIFI] Automatic interface config --> Use DHCP service
[0d00h00m03s] 2025-11-17T19:57:10 <INF> [WIFI] Set hostname to: watermeter
[0d00h00m03s] 2025-11-17T19:57:10 <INF> [WIFI] Init successful
[0d00h00m06s] 2025-11-17T19:57:12 <INF> [WIFI] Connected to: XXX, RSSI: -43
[0d00h00m07s] 2025-11-17T19:57:13 <INF> [WIFI] Assigned IP: XXX
[0d00h00m07s] 2025-11-17T19:57:14 <INF> [SNTP] Time is synced with NTP Server pool.ntp.org: 2025-11-17 19:57:14
[0d00h00m07s] 2025-11-17T19:57:14 <INF> [MAIN] Device info: CPU cores: 2, Chip revision: 301
[0d00h00m07s] 2025-11-17T19:57:14 <INF> [MAIN] SD card info: Name: ASTC, Capacity: 14910MB, Free: 14895MB
[0d00h00m09s] 2025-11-17T19:57:16 <INF> [MAIN] Initialization completed successfully
[0d00h00m12s] 2025-11-17T19:57:18 <INF> [TFLITE] Trying to load the model. If it crashes here, it ist most likely due to a corrupted model!
[0d00h00m12s] 2025-11-17T19:57:19 <INF> [TFLITE] Trying to load the model. If it crashes here, it ist most likely due to a corrupted model!
[0d00h00m12s] 2025-11-17T19:57:19 <INF> [LOGFILE] Set log level to ERRORExpected Behavior
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