Fig. 1. Architecture of U-MultiNet and ours

Fig. 2. Schematic diagram of three kinds of convolution

Fig. 3. Comparison of process of calculating control parameters

Fig. 4. Initial layout of sampling points in circular convolution

Fig. 5. Labels processed by attention

Fig. 6. Test samples used in experiments

Fig. 7. Qualitative analysis of each module in ablation experiment

Fig. 8. Loss curves of four methods during training

Fig. 9. Results of conductive particle detection

Fig. 10. Conductive particle detection results of easy-detecting group

Fig. 11. Comparison of stability

Fig. 12. Comparison of stability through data graph