Object Detection Based on Swin Deformable Transformer-BiPAFPN-YOLOX

Table 2

Results of ablation experiment using Reconstructed Deformable Self-Attention at different stages on the COCO 2017 validation set.

Stage/reconstructed deformable self-attention								AP (%)	APS	Param (M)	GFLOPs	Infer time (ms)	FPS
Stage 1		Stage 2		Stage 3		Stage 4
Block 1	Block 2	Block 1	Block 2	Block 1	Block 2	Block 1	Block 2
✓	✓	✓	✓	✓	✓	✓	✓	49.7	31.2	44.5	110.7	10.1	98.7
		✓		✓		✓		49.6	31.0	51.8	144.3	11.3	88.5
				✓		✓		49.4	30.6	60.3	175.2	11.7	85.5
						✓		48.9	30.3	68.7	193.6	12.9	77.5
Swin transformer-BiPAFPN-YOLOX								48.4	29.3	79.4	211.8	13.7	73.0