There is an ESP32-S3 version of this camera breakout board, which is presumably what OP might have used for prototyping.

The S3 variant easily justifies the slight additional cost, given that it's easily faster by an order of magnitude or greater, having SIMD and an FPU.

https://github.com/espressif/esp-dl/tree/master/examples/fac...