Single-object Physical Backdoor Attack on Real-world Complex Scenarios
100ASR (OMA)CIS-BA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CIS-BAModel (Backbone)=Yolo-V3, Video No.=1, Frames=1920, Brightness=A (indoor lighting), Distance [m]=1∼11, Angle [°]=-90∼902025.12 | 100 | 99.84 | |
| CIS-BAModel (Backbone)=Yolo-V8, Video No.=1, Frames=1920, Brightness=A (indoor lighting), Distance [m]=1∼11, Angle [°]=-90∼902025.12 | 100 | 100 | |
| CIS-BAModel (Backbone)=Yolo-V3, Video No.=2, Frames=660, Brightness=B (corridor backlighting), Distance [m]=4∼12, Angle [°]=02025.12 | 100 | 100 | |
| CIS-BAModel (Backbone)=Yolo-V8, Video No.=2, Frames=660, Brightness=B (corridor backlighting), Distance [m]=4∼12, Angle [°]=02025.12 | 100 | 100 | |
| CIS-BAModel (Backbone)=Yolo-V8, Video No.=4, Frames=660, Brightness=C+D (outdoor shade + strong sunlight), Distance [m]=4∼8, Angle [°]=02025.12 | 100 | 100 | |
| CIS-BAModel (Backbone)=Yolo-V3, Video No.=5, Frames=1140, Brightness=A (indoor lighting), Distance [m]=5.5, Angle [°]=-180 ∼ 1802025.12 | 99.92 | 100 | |
| CIS-BAModel (Backbone)=Yolo-V8, Video No.=3, Frames=720, Brightness=D (strong sunlight), Distance [m]=3∼9, Angle [°]=-45 ∼ 902025.12 | 99.86 | 100 | |
| CIS-BAModel (Backbone)=Yolo-V3, Video No.=4, Frames=660, Brightness=C+D (outdoor shade + strong sunlight), Distance [m]=4∼8, Angle [°]=02025.12 | 99.85 | 99.85 | |
| CIS-BAModel (Backbone)=Yolo-V3, Video No.=Avg, Frames=9802025.12 | 99.67 | 99.66 | |
| CIS-BAModel (Backbone)=Yolo-V3, Video No.=3, Frames=720, Brightness=D (strong sunlight), Distance [m]=3∼9, Angle [°]=-45 ∼ 902025.12 | 99.57 | 100 | |
| CIS-BAModel (Backbone)=Yolo-V8, Video No.=6, Frames=780, Brightness=A (indoor lighting), Distance [m]=1∼17, Angle [°]=02025.12 | 99.52 | 96.37 | |
| CIS-BAModel (Backbone)=Yolo-V8, Video No.=Avg, Frames=9802025.12 | 99.18 | 98.8 | |
| CIS-BAModel (Backbone)=Yolo-V3, Video No.=6, Frames=780, Brightness=A (indoor lighting), Distance [m]=1∼17, Angle [°]=02025.12 | 98.65 | 98.29 | |
| CIS-BAModel (Backbone)=Yolo-V8, Video No.=5, Frames=1140, Brightness=A (indoor lighting), Distance [m]=5.5, Angle [°]=-180 ∼ 1802025.12 | 95.7 | 96.46 |