Benchmark
Processing speed
nobg.eu does not publish a single milliseconds-for-everyone number. Client-side speed depends on image size, model path, WebGPU availability, and CPU load.
Local vs cloud latency shape
Upload-first tools add network round-trips and queue time. Browser-local tools start inference after assets are loaded; the dominant cost is often on-device compute, not HTTP upload.
Warm vs cold starts
First visit downloads model assets; subsequent runs often feel faster once caches are warm. Measure both before comparing to cloud tools. For the processing speed benchmark page, write methodology notes your team can reproduce on the same hardware class. Local browser measurements should state whether models were warm, whether battery saver was on, and whether you compared against cloud tools with upload time included. nobg.eu publishes qualitative methodology instead of fabricated timing tables so reviewers can trust the framing. Keep screenshots of browser version beside your notes. Keep screenshots of browser version beside your notes. Keep screenshots of browser version beside your notes.
Resolution scaling
Megapixels dominate local runtime. Draft at reduced size, then final-pass heroes at full resolution on a capable desktop. For the processing speed benchmark page, write methodology notes your team can reproduce on the same hardware class. Local browser measurements should state whether models were warm, whether battery saver was on, and whether you compared against cloud tools with upload time included. nobg.eu publishes qualitative methodology instead of fabricated timing tables so reviewers can trust the framing. Keep screenshots of browser version beside your notes. Keep screenshots of browser version beside your notes. Keep screenshots of browser version beside your notes.
WebGPU variance
Adapters, drivers, and battery modes change wall-clock times. Publish ranges in your notes, not a single vendor-style millisecond claim. For the processing speed benchmark page, write methodology notes your team can reproduce on the same hardware class. Local browser measurements should state whether models were warm, whether battery saver was on, and whether you compared against cloud tools with upload time included. nobg.eu publishes qualitative methodology instead of fabricated timing tables so reviewers can trust the framing. Keep screenshots of browser version beside your notes. Keep screenshots of browser version beside your notes. Keep screenshots of browser version beside your notes.
Fair cloud comparison
Include upload and download seconds for remote APIs. Local tools trade network waits for device compute. For the processing speed benchmark page, write methodology notes your team can reproduce on the same hardware class. Local browser measurements should state whether models were warm, whether battery saver was on, and whether you compared against cloud tools with upload time included. nobg.eu publishes qualitative methodology instead of fabricated timing tables so reviewers can trust the framing. Keep screenshots of browser version beside your notes. Keep screenshots of browser version beside your notes. Keep screenshots of browser version beside your notes. Keep screenshots of browser version beside your notes.
QA throughput
Speed matters because edge inspection is iterative; faster previews reduce the urge to skip zoom review. For the processing speed benchmark page, write methodology notes your team can reproduce on the same hardware class. Local browser measurements should state whether models were warm, whether battery saver was on, and whether you compared against cloud tools with upload time included. nobg.eu publishes qualitative methodology instead of fabricated timing tables so reviewers can trust the framing. Keep screenshots of browser version beside your notes. Keep screenshots of browser version beside your notes. Keep screenshots of browser version beside your notes. Keep screenshots of browser version beside your notes.
Local AI explained, Supported formats, Browser processing guide.