YOLO Benchmark Report — best.pt

Generated: 2026-04-22T22:11:46  ·  Video: conveyor_output.mp4  ·  Device: cpu

Avg FPS (achieved)
3.5
Required: 30 FPS
Avg Inference Time
271.3 ms
per frame
Total Detections
105
across 4,035 frames
Classes Detected
5
Detected: 5, 6, 7, 8, 9
Hardware & Configuration
PropertyValue
OSLinux 6.12.62+rpt-rpi-2712
CPUaarch64
RAM8.45 GB
GPU / AcceleratorN/A
Python3.11.2
Inference devicecpu
SettingValue
Modelbest.pt
Image size640 px
Confidence threshold0.25
IoU threshold0.7
Source resolution720x480
Source FPS30.0
Frames processed4,035 / 4,035
Performance Summary
StageAvg (ms)Share
Preprocessing 4.403 1.5%
Inference 271.337 93.4%
Postprocessing 0.772 0.3%
Total wall time 290.500 100%
ClassDetections% of total
94240.0%
82321.9%
72019.0%
51110.5%
698.6%
Total 105 100%
Charts
Detections per Class
Processing Time Breakdown
FPS over Time
Inference Latency over Time
Confidence Score Distribution