Acta Optica Sinica, Volume. 45, Issue 6, 0606003(2025)
Method for Orbital Angular Momentum Mode Recognition Employing an Enhanced CNN-Transformer Model Integrated with Double-Slit Interference
Fig. 1. Schematic of double-slit interference of LG beams. (a) Relationship between the phase difference and the y-coordinate when an l-th order LG beam illuminates the double-slit; (b) intensity patterns of different order LG beams without turbulence; (c) double-slit interference patterns of different order LG beams without turbulence; (d) double-slit interference patterns of different order LG beams under turbulence conditions (
Fig. 2. OAM mode recognition system based on CACSIV3-Net. (a) Flowchart of the OAM mode recognition process based on CACSIV3-Net; (b) schematic diagram of the coordinate attention module; (c) schematic diagram of the cross-shaped window transformer
Fig. 4. Recognition effects of different network models on datasets. (a) Top-1 accuracy; (b) loss
Fig. 5. Ablation experiment. (a) ROC curve plot; (b) diagram of the model’s processing speed and total time consumption for OAM mode recognition; (c) model classification evaluation metrics
Fig. 7. OAM mode F1-score under different levels of Gaussian noise standard deviation
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Pengfei Wu, Zhiyuan Jia, Sichen Lei, Jiao Wang, Zhenkun Tan, Di Wu. Method for Orbital Angular Momentum Mode Recognition Employing an Enhanced CNN-Transformer Model Integrated with Double-Slit Interference[J]. Acta Optica Sinica, 2025, 45(6): 0606003
Category: Fiber Optics and Optical Communications
Received: Jul. 15, 2024
Accepted: Aug. 16, 2024
Published Online: Mar. 24, 2025
The Author Email: Lei Sichen (lsc@xaut.edu.cn)