YOLO Benchmark Report — best.pt

Generated: 2026-04-22T22:18:54  ·  Video: conveyor_output.mp4  ·  Device: mps

Avg FPS (achieved)
48.0
Required: 30 FPS
Avg Inference Time
11.3 ms
per frame
Total Detections
105
across 4,035 frames
Classes Detected
5
Detected: 5, 6, 7, 8, 9
Hardware & Configuration
PropertyValue
OSDarwin 25.4.0
CPUApple M2
RAM8.59 GB
GPU / AcceleratorApple Metal (MPS)
Python3.14.2
Inference devicemps
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 1.408 6.5%
Inference 11.271 51.8%
Postprocessing 4.850 22.3%
Total wall time 21.766 100%
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