Research Article
An Easy Way to Deploy the Re-ID System on Intelligent City: Cross-Domain Few-Shot Person Reidentification
| Require: a deep CNN model (we choose ResNet50) with parameter ; cross-entropy loss ; | | Ensure: the two stages optimized on the same CNN model; | (1) | Stage one: prepare , then we optimize by traditional deep learning optimizer Adam with loss ; | (2) | Stage two: prepare , support, and ; | (3) | Sample mini-batch and from z, , respectively; | (4) | Calculating the based on and and equation (8); | (5) | Make the postprocessing by calculating equation (10). | (6) | Using to compute then update by gradient descent; | (7) | Repeat steps 3–6 until converges to . |
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