| --- |
| license: apache-2.0 |
| pipeline_tag: image-classification |
| tags: |
| - image-classification |
| - computer-vision |
| - renesas |
| - x5h |
| - onnx |
| - efficientnet |
| - efficientnetv2 |
| - mmpretrain |
| - onnxoptimizer |
| --- |
| |
| # EfficientNetV2-B0 (ONNX) – Renesas X5H |
|
|
| ## Introduction |
|
|
| This repository hosts **EfficientNetV2-B0** in ONNX FP32 format, targeting the **Renesas R-Car X5H** platform for image classification inference on the NPX6 NPU. |
|
|
| - **Model Architecture:** EfficientNetV2-B0 — a parameter-efficient convolutional neural network optimized for high accuracy and efficient inference. |
| - **Source Framework:** MMPreTrain (OpenMMLab) |
| - **Export Format:** ONNX FP32 |
| - **Graph Optimization:** ONNX Optimizer |
| - **Task:** Image Classification (ImageNet ILSVRC2012, 1000 classes) |
| - **Parameters:** ~7.1 M |
| ``` |
| |
| ### Deployment Flow |
| |
| ```text |
| EfficientNetV2-B0 (MMPreTrain) |
| │ |
| ▼ |
| ONNX Export |
| │ |
| ▼ |
| ONNX Optimizer |
| │ |
| ▼ |
| efficientnetv2-b0_3rdparty_in1k_sim_opt.onnx (FP32) |
| │ |
| ├─▶ ONNX Runtime (Custom NPU EP) ─▶ INT8 auto-cast ─▶ NPX6 NPU |
| │ |
| └─▶ MWMX Runtime ─▶ INT8 auto-cast ─▶ NPX6 NPU |
| ``` |
| |
| ### Provided Artifacts |
|
|
| ```markdown |
| | Artifact | Status | Notes | |
| |:---------:|:------:|--------| |
| | **FP32 ONNX** | ✅ Provided | Exported from MMPreTrain and optimized using ONNX Optimizer | |
| ``` |
|
|
| ### Runtime Details |
|
|
| ```markdown |
| ### ONNX Model |
| |
| - **Training Framework:** MMPreTrain (OpenMMLab) |
| - **Export Format:** ONNX FP32 |
| - **Graph Optimizations:** ONNX Optimizer passes applied |
| - **Input Resolution:** 224 × 224 |
| - **Output:** 1000 ImageNet classes |
| ``` |
|
|
| ### Download |
|
|
| ```bash |
| huggingface-cli download Renesas/EfficientNetV2-B0-ONNX fp32/efficientnetv2_b0.onnx |
| ``` |
