--- license: bsd-3-clause language: - en base_model: - depth-anything/DA3-SMALL - depth-anything/DA3-BASE - depth-anything/DA3MONO-LARGE - depth-anything/DA3METRIC-LARGE pipeline_tag: depth-estimation tags: - Depth-Anything-3 --- # Depth-Anything-3 This version of Depth-Anything-3 has been converted to run on the Axera NPU using **w8a16** quantization. This model has been optimized with the following LoRA: Compatible with Pulsar2 version: 5.0-patch1 ## Convert tools links: For those who are interested in model conversion, you can try to export axmodel through - [The repo of original](https://github.com/ByteDance-Seed/Depth-Anything-3) - [The repo of AXera Platform](https://github.com/AXERA-TECH/Depth-Anything-3.AXERA.git), which you can get the detial of guide - [Pulsar2 Link, How to Convert ONNX to axmodel](https://pulsar2-docs.readthedocs.io/en/latest/pulsar2/introduction.html) ## Support Platform - AX650 - [M4N-Dock(爱芯派Pro)](https://wiki.sipeed.com/hardware/zh/maixIV/m4ndock/m4ndock.html) - [M.2 Accelerator card](https://axcl-docs.readthedocs.io/zh-cn/latest/doc_guide_hardware.html) - AX637 |Chips|Models |Time| |--|--|--| |AX650|da3-base|67.341 ms | |AX650|da3-small|22.768 ms | |AX650|da3metric-large|217.577 ms | |AX650|da3mono-large|217.615 ms | |AX637|da3-base|174.100 ms | |AX637|da3-small|75.802 ms | |AX637|da3metric-large|698.765 ms | |AX637|da3mono-large|697.891 ms | ## How to use Download all files from this repository to the device ### python env requirement #### pyaxengine https://github.com/AXERA-TECH/pyaxengine ``` wget https://github.com/AXERA-TECH/pyaxengine/releases/download/0.1.3.rc2/axengine-0.1.3-py3-none-any.whl pip install axengine-0.1.3-py3-none-any.whl ``` #### others Maybe None. #### Inference with AX650 Host, such as M4N-Dock(爱芯派Pro) Input image: ![](examples/demo01.jpg) ``` root@ax650:~/AXERA-TECH/Depth-Anything-3# python3 python/infer.py --model models/da3metric-large.axmodel --img examples/demo01.jpg [INFO] Available providers: ['AxEngineExecutionProvider'] [INFO] Using provider: AxEngineExecutionProvider [INFO] Chip type: ChipType.MC50 [INFO] VNPU type: VNPUType.DISABLED [INFO] Engine version: 2.12.0s [INFO] Model type: 2 (triple core) [INFO] Compiler version: 3.3 ae03a08f root@ax650:~/AXERA-TECH/Depth-Anything-3# ls ``` Output image: ![](output-ax.png)