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

20
build_fp16_640.bat Normal file
View File

@@ -0,0 +1,20 @@
@echo off
chcp 65001 >nul
echo ============================================
echo Building FP16 640p TensorRT Engine
echo ============================================
echo.
call conda activate yolo
echo Building engine...
trtexec --onnx=yolo11n.onnx --saveEngine=yolo11n_fp16_640.engine --explicitBatch --fp16 --workspace=4096 --builderOptimizationLevel=4 --profilingVerbosity=detailed --optShapes=input:4x3x640x640 --maxShapes=input:8x3x640x640 --useCudaGraph --useSpinWait --noTF32
if %errorlevel% equ 0 (
echo.
echo [SUCCESS] FP16 640p Engine: yolo11n_fp16_640.engine
) else (
echo [FAILED] FP16 640p Engine build failed
)
pause