Zifen HE, Huizhu CAO, Yinhui ZHANG, Hong ZHUANG. Spatial information adaptive regulation and feature alignment for infrared methane instance segmentation[J]. Optics and Precision Engineering, 2023, 31(20): 3034

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- Optics and Precision Engineering
- Vol. 31, Issue 20, 3034 (2023)

Fig. 1. AFNet network architecture

Fig. 2. Adaptive spatial information regulation module

Fig. 3. Comparison of feature maps of spatial information regulation module

Fig. 4. Weighted bidirectional pyramid

Fig. 5. Comparison of weighted two-way pyramidal heat map

Fig. 6. Prototype feature alignment module

Fig. 7. Datasets

Fig. 8. Foreground to background pixel ratio

Fig. 9. Comparison of weight changes of each layer

Fig. 10. Visualization of segmentation results
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Table 1. Hyperparameter configuration
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Table 2. Experimental results of adaptive spatial information regulation module
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Table 3. Results of weighted two-way pyramid experiment
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Table 4. Experimental results of prototype feature alignment module
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Table 5. Results of ablation experiments
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Table 6. Comparison of experimental results

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