Artificial intelligence-based quality scoring
AssigneeIllumina, Inc.
InventorsKishore Jaganathan, John Randall Gobbel, Amirali Kia
Life of this patent
Estimating the term…
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AssigneeIllumina, Inc.
InventorsKishore Jaganathan, John Randall Gobbel, Amirali Kia
Estimating the term…
The technology disclosed assigns quality scores to bases called by a neural network-based base caller by (i) quantizing classification scores of predicted base calls produced by the neural network-based base caller in response to processing training data during training, (ii) selecting a set of quantized classification scores, (iii) for each quantized classification score in the set, determining a base calling error rate by comparing its predicted base calls to corresponding ground truth base calls, (iv) determining a fit between the quantized classification scores and their base calling error rates, and (v) correlating the quality scores to the quantized classification scores based on the fit.
A system comprising:
A non-transitory computer readable medium storing instructions that, when executed by at least one processor, cause a system to:
A computer-implemented method comprising:
Dependencies are inferred from the claim text.