Strategy processing data Detect Objects Using Deep Learning Tools?

JohannesBierer — Tue, 03 Mar 2026 08:58:46 GMT

Hello,

I want to process 231 polygons with about 20 000 ha (Mean 85 ha) with detect objects using deep learning tools. In the moment I process every polygon as a partial data set and it takes a lot of time on my notebook (more than 2 days)? Are there better ways to process the data? Bigger partial data sets? All in one step?

Re: Strategy processing data Detect Objects Using Deep Learning Tools?

PavanYadav — Sat, 21 Mar 2026 02:06:58 GMT

@JohannesBierer here are some tips

CPU vs. GPU: If you aren't using a dedicated NVIDIA GPU with CUDA, the tool defaults to the CPU. Deep learning on a CPU is roughly 5–50x slower than on a compatible GPU.
Tile/Batch Size: you can increase the Batch size parameter..
Test Time Augmentation: if hardware is an issue, you can see if you really need test time augmentation (try with and without to see the benefit).. if you disable it.. you might gain 4x-8x gain.

topic Strategy processing data Detect Objects Using Deep Learning Tools? in ArcGIS Image Analyst Questions

Strategy processing data Detect Objects Using Deep Learning Tools?

Re: Strategy processing data Detect Objects Using Deep Learning Tools?