I have a Ubiquiti Unifi network that consists of a Unifi Dream Machine Pro gateway/router, 24-port switch, 24-port PoE switch and 6-port PoE switch. Currently, I have 14 cameras connected to my 24-port PoE switch. My other 3 cameras are plugged into my 8-port PoE switch that's not in my network...
I've been running BI on a Dell OptiPlex 3010 for ages. It has 16 GB of RAM and a NVIDIA P400 GPU. Now that I have 17 cams and 16 of them running CPAI, I'd like to request your help in selecting a replacement PC and GPU. Could a nice replacement be had for under $500, including the GPU?
Thanks!
All... I've seen recent mentions of newer versions of CUDA. Here's my current info. Should I upgrade CUDA or the NVIDIA driver? System seems to be running okay other than slow AI push notifications. Thanks!
Completely unscientific test results of my mailbox cam that captures passing cars using all of the same settings except for YOLOv5 6.2 vs YOLOv8.
YOLOv5 6.2 Average: = 90.3%, 339.5ms
0 12/17/2023 10:16:42.852 AM Mailbox_Cam AI: [ipcam-general] vehicle:92% [0,513 525,791] 298ms
0...
YOLOv5 6.2 is faster and seemingly more accurate than YOLOv8 on my system
# Label Confidence
0 vehicle 86%
1 person 86%
2 vehicle 85%
3 vehicle 82%
4 vehicle 81%
5 vehicle 71%
6 vehicle 67%
7 person 57%
8 vehicle 55%
9 vehicle 52%...
Here is how I selected everything for the test. Seems better, but my P400 GPU is obviously lacking.
# Label Confidence
0 car 89%
1 person 83%
2 traffic light 59%
3 truck 59%
4 truck 54%
5 car 53%
6 car 46%
7 truck 44%
8 traffic light...
Using the pexels-maria-orlova-4947381 image on my PC here are the measurements for ipcam-general.
# Label Confidence
0 person 81%
1 car 80%
2 traffic light 63%
3 truck 60%
4 traffic light 59%
5 car 57%
6 truck 54%
7 traffic light 52%
8...
That worked! It also fixed the issue where I couldn't install YOLOv8 to test with.
Also, where can I find YOLO test images to add to the TestData folder for CPAI to run benchmarks and vision detections? Currently my TestData folder has these two images.
No it doesn't show on the dashboard. I go to the Install Modules tab and it won't install manually... "Call Failed" error. BTW, "Mesh" doesn't show up either. Maybe my GPU or CPU is too old?