Yolov7-tiny (leaky ReLU) is faster than yolov4-tiny?

[AndrewTrefilov]

Any benchmarks, please

[AlexeyAB]

• on CPU or low-end devices YOLOv7-tiny (5.8 BFlops) could be slightly faster than YOLOv4-tiny (6.9 BFlops) due to lower BFLOPs

• on GPU batch=32, YOLOv7-tiny (2500 FPS) could be slightly faster than YOLOv4-tiny due to lower BFLOPs

• on high-end GPU batch=1, YOLOv4-tiny (600 FPS) could be faster than YOLOv7-tiny (300 FPS), but YOLOv7 is +10% AP more accurate

RTX 3090, batch=1, Darknet: YOLOv3-tiny - 16.6% AP - 33.1% AP50 - 758 FPS (no-NMS), 430 (NMS) YOLOv4-tiny - 24.9% AP - 42.1% AP50 - 598 FPS (no-NMS), 418 (NMS) YOLOv7-tiny - 35.2% AP - 52.8% AP50 - 290 FPS (no-NMS), 246 (NMS)

[AndrewTrefilov]

Thanks!