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Table 1.

The performance of MuralNet, Light Mural and this study was compared.

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Fig 1.

Overall Network Architecture Diagram.

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Fig 2.

Structure of DenseNet network.

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Fig 3.

Architecture of Bidirectional Recurrent Attention Network with Multi-Scale Feature Fusion.

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Table 2.

Mural Dataset Category Distribution.

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Table 3.

Data set statistics table.

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Table 4.

Performance Comparison of Distillation Methods.

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Fig 4.

Partial test set images.

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Table 5.

Ablation Results (Test Set).

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Table 6.

Learning Rate Impact.

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Table 7.

Multi-Branch Architecture Impact.

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Table 8.

Performance Comparison with State-of-the-Art Models.

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Table 9.

Edge Device Performance (NVIDIA Jetson TX2).

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