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Yolo26

This version of YOLOv26 has been converted to run on the Axera NPU using u8 (INT8) quantization.

KindOtherVersionRevision 29a97acBgrade

Model source

Kind
Other
File size
9.27–213 MB
Version
vRevision 29a97ac
Updated
Oct 10, 2026
Downloads
46
Source
Hugging Face

Source description

YOLO26

This version of YOLOv26 has been converted to run on the Axera NPU using u8 (INT8) quantization.

Compatible with Pulsar2 version: 4.2.

Convert tools links:

For those who are interested in model conversion, you can try to export axmodel through

Support Platform

Performance Statistics

AX650N (NPU3 Mode)

ModelFPSCMM(MB)Latency(ms)
yolo26n7263.261.378
yolo26s31610.23.166
yolo26m11627.68.644
yolo26l9033.8811.174
yolo26x41.070.420.405

AX630C

ModelLatency(ms)
yolo26n_npu1.axmodel10.706
yolo26s_npu1.axmodel23.188
yolo26n_npu2.axmodel6.309
yolo26s_npu2.axmodel16.347

AX637

ModelLatency(ms)
yolo26n4.059
yolo26s10.933

AX615

ModelLatency(ms)
yolo26n_npu1.axmodel26.995
yolo26s_npu1.axmodel55.200
yolo26n_npu2.axmodel10.599
yolo26s_npu2.axmodel18.600

How to use

Download all files from this repository to the device

root@ax650:~/YOLO26# tree .
|-- ax650
|   |-- yolo26n.axmodel
|   |-- yolo26s.axmodel
|   |-- yolo26m.axmodel
|   |-- yolo26l.axmodel
|   `-- yolo26x.axmodel
|-- ax630c
|   |-- yolo26n_npu1.axmodel
|   |-- yolo26s_npu1.axmodel
|   |-- yolo26n_npu2.axmodel
|   |-- yolo26s_npu2.axmodel
|-- ax637
|   |-- yolo26n.axmodel
|   |-- yolo26s.axmodel
|-- install_650
|   |-- ax_yolo26
|-- bus.jpg
|-- yolo26_out.jpg

Inference with AX650 Host, such as M4N-Dock(爱芯派Pro)

(base) root@ax650:~# ./ax_yolo26 -m ./ax650/yolo26n.axmodel -i BUS.JPG
--------------------------------------
model file : ./ax650/yolo26n.axmodel
image file : BUS.JPG
img_h, img_w : 640 640
--------------------------------------
Engine creating handle is done.
Engine creating context is done.
Engine get io info is done.
Engine alloc io is done.
Engine push input is done.
------------------------------------
Repeat 1 times, avg time 1.38 ms, max_time 1.38 ms, min_time 1.38 ms
--------------------------------------
detection num: 5
 5:  94%, [   6,  233,  801,  752], bus
 0:  94%, [  51,  396,  241,  904], person
 0:  91%, [ 227,  406,  345,  861], person
 0:  80%, [ 670,  389,  809,  876], person
 0:  50%, [   0,  556,   64,  872], person
--------------------------------------

Output image:

Sources

1 source
Hugging FacePrimaryVersion 29a97acdbe26f65c2f786bb32fb75023a0714b69
huggingface.co/AXERA-TECH/yolo26/tree/29a97acdbe26f65c2f786bb32fb75023a0714b69

Verified Oct 10

Download files

Model artifacts

5 artifacts

yolo26l_640x640.onnx

onnx · 94.8 MB · SHA-256 cc98fde98ebe…5093 · Hugging Face

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yolo26m_640x640.onnx

onnx · 77.9 MB · SHA-256 0fce7180c3e4…ccb2 · Hugging Face

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yolo26n_640x640.onnx

onnx · 9.27 MB · SHA-256 4971e4a2cd09…89a3 · Hugging Face

Download file

yolo26s_640x640.onnx

onnx · 36.3 MB · SHA-256 3a6d81c567dd…8171 · Hugging Face

Download file

yolo26x_640x640.onnx

onnx · 213 MB · SHA-256 41aa365cac8c…abb5 · Hugging Face

Download file

Source excerpts

3 excerpts

--- license: agpl-3.0 language: - en base_model: - YOLO26 pipeline_tag: object-detection tags: - Axera - YOLO26 - NPU - Ultralytics --- # YOLO26 This version of YOLOv26 has been converted to run on the Axera NPU using **u8** (INT8) quantization. Compatible with Pulsar2 version: 4.2. ## Convert tools links: For those who are interested in model conversion, you can try to export axmodel through - [The repo of AXera Platform](https://github.com/AXERA-TECH/ax-samples), 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 - AX650N/AX8850 - [M4N-Dock(爱芯派Pro)](https://wiki.sipeed.com/hardware/zh/maixIV/m4ndock/m4ndock.html) - [M.2 Accelerator card](https://docs.m5stack.com/en/ai_hardware/LLM-8850_Card) - AX630C - [爱芯派2](https://axera-pi-2-docs-cn.readthedocs.io/zh-cn/latest/index.html) - [Module-LLM](https://docs.m5stack.com/zh_CN/module/Module-LLM) - [LLM630 Compute Kit](https://docs.m5stack.com/zh_CN/core/LLM630%20Compute%20Kit) - AX637 - AX615 ### Performance Statistics #### AX650N (NPU3 Mode) | Model | FPS | CMM(MB) | Latency(ms) | | :--- | :---: | :---: | :---: | | **yolo26n** | 726 | 3.26 | 1.378 | | **yolo26s** | 316 | 10.2 | 3.166 | | **yolo26m** | 116 | 27.6 | 8.644 | | **yolo26l** | 90 | 33.88 | 11.174 | | **yolo26x** | 41.0 | 70.4 | 20.405 | #### AX630C | Model | Latency(ms) | | :--- | :---: | | **yolo26n_npu1.axmodel**| 10.706 | | **yolo26s_npu1.axmodel**| 23.188 | | **yolo26n_npu2.axmodel**| 6.309 | | **yolo26s_npu2.axmodel**| 16.347 | #### AX637 | Model | Latency(ms) | | :--- | :---: | | **yolo26n**| 4.059 | | **yolo26s**| 10.933 | #### AX615 | Model | Latency(ms) | | :--- | :---: | | **yolo26n_npu1.axmodel**| 26.995 | | **yolo26s_npu1.axmodel**| 55.200 | | **yolo26n_npu2.axmodel**| 10.599 | | **yolo26s_npu2.axmodel**| 18.600 | ## How to use Download all files from this repository to the device ```bash root@ax650:~/YOLO26# tree . |-- ax650 | |-- yolo26n.axmodel | |-- yolo26s.axmodel | |-- yolo26m.axmodel | |-- yolo26l.axmodel | `-- yolo26x.axmodel |-- ax630c | |-- yolo26n_npu1.axmodel | |-- yolo26s_npu1.axmodel | |-- yolo26n_npu2.axmodel | |-- yolo26s_npu2.axmodel |-- ax637 | |-- yolo26n.axmodel | |-- yolo26s.axmodel |-- install_650 | |-- ax_yolo26 |-- bus.jpg |-- yolo26_out.jpg ``` Inference with AX...

Source context: 46 downloads · 1 likes · Pipeline object-detection · Repo AXERA-TECH/yolo26

Source context: 53 downloads · 1 likes · Pipeline object-detection · Repo AXERA-TECH/yolo26