发布 TinyPose 0.1.0:weights
Browse files
README.md
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---
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license: apache-2.0
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pipeline_tag: keypoint-detection
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tags:
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- onnx
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- webgpu
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- wasm
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---
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# PP-TinyPose Web SDK 模型
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[中文模型卡](tinypose-256x192/0.1.0/README.md) · [English model card](tinypose-256x192/0.1.0/README.en.md)
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官方增强版 256×192 FP32,版本 0.1.0,5685847 字节。
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仅提供单人图或外部人体框的 17 点姿态估计。桌面 CPU/GPU 已有验收;不声明手机或 NPU 兼容。
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The enhanced 256×192 FP32 model estimates 17 keypoints for one person or a caller-provided crop. Desktop CPU/GPU evidence is available; mobile and NPU are unverified.
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上游仓库 Apache-2.0;ZIP 没有独立权重许可。完整来源、限制、许可及摘要见模型卡。
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Upstream uses Apache-2.0; the ZIP has no separate weight license. See the model card for provenance, limitations and hashes.
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tinypose-256x192/0.1.0/LICENSE
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Apache License
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tinypose-256x192/0.1.0/NOTICE
ADDED
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@@ -0,0 +1,22 @@
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| 1 |
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PP-TinyPose 浏览器 SDK
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模型与参考算法来源:PaddlePaddle/PaddleDetection。
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Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.
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Apache License, Version 2.0,详见 LICENSE。
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固定源码:b25522a0f4bde8c80603f3ba5e3472059972e3b5。
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裁剪、TopDownEvalAffine 与 DARK 的 TypeScript 实现基于以下文件改编:
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| 9 |
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deploy/python/keypoint_preprocess.py
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| 10 |
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deploy/python/keypoint_postprocess.py
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deploy/python/keypoint_infer.py
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| 12 |
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原预处理引用 OpenMMLab/mmpose 的 post_transforms.py;DARK 算法引用
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ilovepose/DarkPose 的 lib/core/inference.py。本仓库保留上游说明,未复制训练代码。
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| 14 |
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权重来自官方 tinypose_enhance/tinypose_256x192.zip 模型表。
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| 16 |
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ZIP 不包含独立权重许可证,发布归属与仓库 Apache-2.0 许可一并记录;
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| 17 |
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COCO、AI Challenger 和上游业务训练数据的说明不构成额外的权重授权书。
|
| 18 |
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Demo 样图来自上述固定源码 demo/hrnet_demo.jpg,保留为上游姿态示例。
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+
运行依赖 ONNX Runtime Web(Microsoft,MIT);其发行包保留自身许可。
|
| 21 |
+
共享 UI token 来源:chenmohan123.github.io/standards/v1/ui-tokens.json。
|
| 22 |
+
Demo 图标使用 Lucide(ISC);仅用于 Demo,不是 SDK 运行依赖。
|
tinypose-256x192/0.1.0/README.en.md
ADDED
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| 1 |
+
# PP-TinyPose 256×192 FP32
|
| 2 |
+
|
| 3 |
+
[中文](README.md)
|
| 4 |
+
|
| 5 |
+
This mirror is maintained by chenmohan, not the official PaddleDetection account. It contains the official enhanced TinyPose model.
|
| 6 |
+
Version 0.1.0; 5685847 bytes; SHA-256 `7614d17acbe957200a8505e11a4fb8445103f9e44a7087115d8a1ea85f88b1b9`; ONNX opset 17.
|
| 7 |
+
Pinned upstream commit `b25522a0f4bde8c80603f3ba5e3472059972e3b5`. Official deployment archive: https://bj.bcebos.com/v1/paddledet/models/keypoint/tinypose_enhance/tinypose_256x192.zip.
|
| 8 |
+
|
| 9 |
+
The upstream repository uses Apache-2.0 (see LICENSE and NOTICE). The deployment ZIP contains no separate weight license. This mirror records that fact and the official publication provenance without inferring additional permission.
|
| 10 |
+
Converted with Paddle2ONNX 1.3.1, with no graph or weight changes. See conversion.json for archive/internal hashes and tool versions.
|
| 11 |
+
|
| 12 |
+
Input: a single person, RGB float32 NCHW [1,3,256,192], divided by 255 and normalized with mean [0.485,0.456,0.406] and std [0.229,0.224,0.225].
|
| 13 |
+
Outputs: [1,17,64,48] heatmaps and auxiliary argmax. The SDK uses upstream 30% expand_crop, TopDownEvalAffine and DARK to produce 17 COCO keypoints in original-image coordinates.
|
| 14 |
+
Scores are uncalibrated heatmap responses, may be below zero or above one, and are not visibility probabilities.
|
| 15 |
+
|
| 16 |
+
Dated evidence (2026-09-16/17): Windows 11, Chromium 153.0.8010.12, ORT Web 1.27.0, CPU/GPU × main/worker numeric and lifecycle checks.
|
| 17 |
+
The 32 fixed crops test numerical consistency, not full-dataset AP. The upstream GT-box AP 68.3 is quoted, not remeasured.
|
| 18 |
+
No automatic multi-person detection, video tracking, FP16, or NPU. Mobile devices remain unverified.
|
| 19 |
+
|
| 20 |
+
SDK, reproduction scripts and evidence: https://github.com/chenmohan123/web-sdk-PP-TinyPose
|
| 21 |
+
ModelScope and Hugging Face use immutable revisions. ModelScope is the default; explicit source failure never silently switches sources. npm contains no ONNX weights.
|
tinypose-256x192/0.1.0/README.md
ADDED
|
@@ -0,0 +1,21 @@
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|
| 1 |
+
# PP-TinyPose 256×192 FP32
|
| 2 |
+
|
| 3 |
+
[English](README.en.md)
|
| 4 |
+
|
| 5 |
+
本镜像由 chenmohan 维护,来源于 PaddleDetection 官方增强版 TinyPose;并非官方账号。
|
| 6 |
+
版本 0.1.0。模型 5685847 字节,SHA-256 `7614d17acbe957200a8505e11a4fb8445103f9e44a7087115d8a1ea85f88b1b9`,opset 17。
|
| 7 |
+
|
| 8 |
+
上游固定提交 `b25522a0f4bde8c80603f3ba5e3472059972e3b5`;官方部署 ZIP:https://bj.bcebos.com/v1/paddledet/models/keypoint/tinypose_enhance/tinypose_256x192.zip。
|
| 9 |
+
源码为 Apache-2.0,完整原文见 LICENSE,归因见 NOTICE。官方 ZIP 没有独立权重许可证;本镜像如实记录官方模型发布归属及仓库许可,不推断额外授权。
|
| 10 |
+
Paddle2ONNX 1.3.1 转换,不修改图或权重,原 ZIP/内部文件摘要及工具版本见 conversion.json。
|
| 11 |
+
|
| 12 |
+
输入单个人体 RGB float32 NCHW [1,3,256,192],/255、mean [0.485,0.456,0.406]、std [0.229,0.224,0.225]。
|
| 13 |
+
模型输出 [1,17,64,48] 热力图及 argmax;SDK 按官方 expand_crop 扩30%、TopDownEvalAffine、DARK还原原图 COCO 17 点。
|
| 14 |
+
score 为未校准热力图响应,可能小于0或大于1,不是可见性概率。
|
| 15 |
+
|
| 16 |
+
2026-09-16/17 已有 Windows 11、Chromium 153.0.8010.12、ORT Web 1.27.0 的 CPU/GPU × main/worker 桌面数值与生命周期证据。
|
| 17 |
+
32 个固定裁剪用于数值一致性,非全量 AP。官方 GT 框 AP 68.3 为上游引用,未重测。
|
| 18 |
+
不包含自动多人检测、视频跟踪、FP16、NPU;移动端未验收。
|
| 19 |
+
|
| 20 |
+
SDK、重建脚本与证据:https://github.com/chenmohan123/web-sdk-PP-TinyPose
|
| 21 |
+
模型按固定提交从 ModelScope/Hugging Face 分发,默认 ModelScope;显式来源失败不静默换源。npm 不包含 ONNX。
|
tinypose-256x192/0.1.0/conversion.json
ADDED
|
@@ -0,0 +1,86 @@
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|
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|
| 1 |
+
{
|
| 2 |
+
"upstreamRevision": "b25522a0f4bde8c80603f3ba5e3472059972e3b5",
|
| 3 |
+
"model": {
|
| 4 |
+
"bytes": 5685847,
|
| 5 |
+
"sha256": "7614d17acbe957200a8505e11a4fb8445103f9e44a7087115d8a1ea85f88b1b9"
|
| 6 |
+
},
|
| 7 |
+
"opset": [
|
| 8 |
+
[
|
| 9 |
+
"",
|
| 10 |
+
17
|
| 11 |
+
]
|
| 12 |
+
],
|
| 13 |
+
"inputs": [
|
| 14 |
+
{
|
| 15 |
+
"name": "image",
|
| 16 |
+
"shape": [
|
| 17 |
+
"DynamicDimension.0",
|
| 18 |
+
3,
|
| 19 |
+
256,
|
| 20 |
+
192
|
| 21 |
+
],
|
| 22 |
+
"type": "tensor(float)"
|
| 23 |
+
}
|
| 24 |
+
],
|
| 25 |
+
"outputs": [
|
| 26 |
+
{
|
| 27 |
+
"name": "conv2d_441.tmp_1",
|
| 28 |
+
"shape": [
|
| 29 |
+
"DynamicDimension.1",
|
| 30 |
+
17,
|
| 31 |
+
64,
|
| 32 |
+
48
|
| 33 |
+
],
|
| 34 |
+
"type": "tensor(float)"
|
| 35 |
+
},
|
| 36 |
+
{
|
| 37 |
+
"name": "argmax_0.tmp_0",
|
| 38 |
+
"shape": [
|
| 39 |
+
"DynamicDimension.2",
|
| 40 |
+
17
|
| 41 |
+
],
|
| 42 |
+
"type": "tensor(int64)"
|
| 43 |
+
}
|
| 44 |
+
],
|
| 45 |
+
"versions": {
|
| 46 |
+
"python": "3.11.15 (main, Jul 18 2026, 17:06:27) [MSC v.1944 64 bit (AMD64)]",
|
| 47 |
+
"os": "Windows-10-10.0.26200-SP0",
|
| 48 |
+
"paddle": "2.6.2",
|
| 49 |
+
"paddle2onnx": "1.3.1",
|
| 50 |
+
"onnx": "1.16.2",
|
| 51 |
+
"onnxruntime": "1.20.1",
|
| 52 |
+
"numpy": "1.26.4",
|
| 53 |
+
"opencv": "4.11.0"
|
| 54 |
+
},
|
| 55 |
+
"archiveUrl": "https://bj.bcebos.com/v1/paddledet/models/keypoint/tinypose_enhance/tinypose_256x192.zip",
|
| 56 |
+
"archive": {
|
| 57 |
+
"bytes": 5392188,
|
| 58 |
+
"sha256": "78b53eba62159efa617f37cc026c913bfa486555d85c71390f5ddb2a10b70b61"
|
| 59 |
+
},
|
| 60 |
+
"paddleAssets": [
|
| 61 |
+
{
|
| 62 |
+
"path": "infer_cfg.yml",
|
| 63 |
+
"bytes": 344,
|
| 64 |
+
"sha256": "6943ff04a7157ed923e43cd17d4e99cd2c5eaf194baf5a4066f203cbca0d8f54"
|
| 65 |
+
},
|
| 66 |
+
{
|
| 67 |
+
"path": "model.pdiparams",
|
| 68 |
+
"bytes": 5456137,
|
| 69 |
+
"sha256": "f7cdb6c4b3fe9f275113d9555d015d08b788bd710f88183c9851c60600b3744d"
|
| 70 |
+
},
|
| 71 |
+
{
|
| 72 |
+
"path": "model.pdiparams.info",
|
| 73 |
+
"bytes": 135248,
|
| 74 |
+
"sha256": "62b1cb256f4c53100e893ed4c07023506ac4e834c86bcf8a343f35a4280f3480"
|
| 75 |
+
},
|
| 76 |
+
{
|
| 77 |
+
"path": "model.pdmodel",
|
| 78 |
+
"bytes": 10928450,
|
| 79 |
+
"sha256": "a8d81e0e985ee15566311970aee57aa28e5566f4ba758b2bf73716ef94e45039"
|
| 80 |
+
}
|
| 81 |
+
],
|
| 82 |
+
"version": "0.1.0",
|
| 83 |
+
"graphModification": "无;Paddle2ONNX 1.3.1 opset17 原样转换",
|
| 84 |
+
"reproduction": "tools/feasibility/convert.py",
|
| 85 |
+
"reference": "reports/2026-09-16-feasibility"
|
| 86 |
+
}
|
tinypose-256x192/0.1.0/tinypose-256x192-fp32.onnx
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:7614d17acbe957200a8505e11a4fb8445103f9e44a7087115d8a1ea85f88b1b9
|
| 3 |
+
size 5685847
|