Optimized Background Noise Augmentation for Large Background Files #360
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Proposed Algorithm:
This approach ensures that:
Experiments and Results:
I’ve tested this algorithm using:
This optimized approach significantly reduces memory usage while maintaining augmentation quality. I’ve attached the comparison plot showcasing the performance difference for your reference.
Please let me know your thoughts on this proposal and if any further details or clarifications are needed.
In the below figure First plot shows difference between memory usage over the test_cases normalized for by 1e6 and next graph is time taken comparison of old vs proposed.