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Read the original: PaddlePaddle· Published 38/100AI score38/100

PP-OCRv6 recognition uses CTC and NRTR heads to curb hallucination

Original title🧵PP-OCRv6 Tech Deep Dive Ep.3: How CTC + NRTR Dual-Head Architecture Prevents Hallucination in Text Recognition — PP-OCRv6 Recognition M...

AISummary

PP-OCRv6's recognition module uses a CTC plus NRTR dual-head design so text is decoded from visual features rather than language priors, reducing hallucination.

In hallucination tests, PP-OCRv6_medium reaches 93.2%, versus 85.0% for the best VLM, and recognition accuracy across 15 scenarios is 83.2%, above PP-OCRv5_server's 78.1%.

NRTR is used only during training, adding language regularization at no inference cost, and it contributes +1.16% accuracy.

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Source: PaddlePaddle · x.comPublished · added here