Zheng Zhang, Mingxiao Chen, Xinyu Li, Yi Chen, Shuwei Shen, Peng Yao. Automatic Identification of Cervical Abnormal Cells Based on Transformer[J]. Chinese Journal of Lasers, 2024, 51(3): 0307108
- Chinese Journal of Lasers
- Vol. 51, Issue 3, 0307108 (2024)
Fig. 1. Overall architecture diagram of model
Fig. 2. Architecture diagrams of transformer encoder block. (a) Generic structure; (b) improved structure
Fig. 3. DW convolution diagram
Fig. 4. Changes of dynamic IOU thresholds
Fig. 5. Comparison of detection effects of different models. (a) Ground truth; (b) proposed method; (c) Sparse R-CNN
Fig. 6. Loss and AP under dynamic IOU threshold and fixed IOU threshold. (a) Loss; (b) AP
Fig. 7. Ablation experiment heatmaps. (a) Original images; (b) heatmap generated by original Transformer model; (c) heatmap generated by our method
|
Table 1. Experimental results of various models
|
Table 2. Comparison between proposed model and attFPN
|
Table 3. Comparison of experimental results under different backbone choices
|
Table 4. Ablation experiment results of different modules
|
Table 5. Comparison among models based on dynamic IOU threshold and multiple fixed IOU thresholds
Set citation alerts for the article
Please enter your email address
© Copyright 2018-2021 | Chinese Laser Press. All Rights Reserved 沪ICP备15018463号-20