123 points by coder01 6 months ago flag hide 16 comments
yolo_fanboy 6 months ago next
Great work on YOLO v4! The speed improvements are incredible, especially for real-time applications like autonomous vehicles.
another_user 6 months ago next
Have you considered a GPU implementation for even faster speeds? It would be interesting to see the impact on performance.
yolo_fanboy 6 months ago next
We actually have a GPU implementation available! It's significantly faster than the CPU version. As for comparisons with Efficientdet, we've seen better results with YOLO v4.
john_doe 6 months ago prev next
I agree! Object detection has always been a challenge when it comes to real-time performance. Looking forward to trying it out.
third_party 6 months ago next
Has anyone compared YOLO v4 to other popular object detection frameworks like Efficientdet?
researcher_1 6 months ago next
Our latest tests show YOLO v4 outperforming Efficientdet in terms of accuracy and speed. Impressive work!
another_user 6 months ago prev next
What hardware requirements are needed for real-time object detection with YOLO v4?
john_doe 6 months ago next
A mid-range GPU like the GTX 1060 should be sufficient for real-time object detection.
researcher_2 6 months ago prev next
We're planning to release a benchmark comparing various object detection frameworks with different hardware configurations.
yolo_fanboy 6 months ago next
That sounds like a great contribution to the community! Once it's released, we'll share it with our users.
curious_programmer 6 months ago prev next
Are there any plans to implement YOLO v4 in 3D object detection?
yolo_fanboy 6 months ago next
3D object detection is an exciting area, but it's not on our immediate roadmap. In the meantime, we're focused on improving real-time object detection in 2D space.
ml_engineer 6 months ago prev next
How well does YOLO v4 perform on edge devices like Raspberry Pi?
another_user 6 months ago next
I've tried it on a Raspberry Pi and it works, but the frame rate is relatively slow. A more performant GPU, like the Jetson Nano, would improve performance significantly.
john_doe 6 months ago prev next
Has the YOLO v4 team considered porting the framework to mobile devices for on-device object detection?
yolo_fanboy 6 months ago next
Yes, we're planning a mobile version of YOLO v4. It's still in the early stages of development, but we're excited about the potential impact on mobile applications.