Add YOLO11 TensorRT quantization benchmark scripts

- Engine build scripts (FP16/INT8)
- Benchmark validation scripts
- Result parsing and analysis tools
- COCO dataset configuration
This commit is contained in:
2026-01-29 13:59:42 +08:00
commit 942244bd88
34 changed files with 3514 additions and 0 deletions

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run_correct_benchmark.bat Normal file
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@echo off
echo ============================================
echo YOLO11n Benchmark - Person & Vehicle Only
echo Classes: 0(person),1(bicycle),2(car),3(motorcycle),5(bus),7(truck)
echo ============================================
echo.
call conda activate yolo
echo [1/4] Testing FP32 (PyTorch)...
yolo val model=yolo11n.pt data=coco.yaml imgsz=640 batch=1 device=0 classes=0,1,2,3,5,7 > fp32_results.txt 2>&1
echo Done: fp32_results.txt
echo.
echo [2/4] Testing INT8 640p...
yolo val model=yolo11n_int8_b1_8.engine data=coco.yaml imgsz=640 batch=1 device=0 classes=0,1,2,3,5,7 > int8_640_results.txt 2>&1
echo Done: int8_640_results.txt
echo.
echo [3/4] Testing FP16 640p...
yolo val model=yolo11n_fp16_640.engine data=coco.yaml imgsz=640 batch=1 device=0 classes=0,1,2,3,5,7 > fp16_640_results.txt 2>&1
echo Done: fp16_640_results.txt
echo.
echo [4/4] Testing FP16 480p...
yolo val model=yolo11n_fp16_480.engine data=coco.yaml imgsz=480 batch=1 device=0 classes=0,1,2,3,5,7 > fp16_480_results.txt 2>&1
echo Done: fp16_480_results.txt
echo.
echo ============================================
echo All validation tests completed!
echo Now run: python parse_final.py
echo ============================================
pause