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Merge branch 'google:master' into master

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Tarun Jain
2023-03-02 21:01:21 +05:30
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parent c73ff261ad 6796977a04
commit 6e7018b826
118 changed files with 11027 additions and 643 deletions
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docs/_layouts/forward.html
+13
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@@ -0,0 +1,13 @@
<html lang="en">
<head>
<meta charset="utf-8"/>
<meta http-equiv="refresh" content="0;url={{ page.target }}"/>
<link rel="canonical" href="{{ page.target }}"/>
<title>Redirecting</title>
</head>
<body>
<p>This page now lives on https://developers.google.com/mediapipe/. If you aren't automatically
redirected, follow this
<a href="{{ page.target }}">link</a>.</p>
</body>
</html>
docs/framework_concepts/building_graphs_cpp.md
+102
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@@ -593,3 +593,105 @@ CalculatorGraphConfig BuildGraph() {
return graph.GetConfig();
}
```
### Separate nodes for better readability
```c++ {.bad}
CalculatorGraphConfig BuildGraph() {
Graph graph;
// Inputs.
Stream<A> a = graph.In(0).Cast<A>();
auto& node1 = graph.AddNode("Calculator1");
a.ConnectTo(node1.In("INPUT"));
Stream<B> b = node1.Out("OUTPUT").Cast<B>();
auto& node2 = graph.AddNode("Calculator2");
b.ConnectTo(node2.In("INPUT"));
Stream<C> c = node2.Out("OUTPUT").Cast<C>();
auto& node3 = graph.AddNode("Calculator3");
b.ConnectTo(node3.In("INPUT_B"));
c.ConnectTo(node3.In("INPUT_C"));
Stream<D> d = node3.Out("OUTPUT").Cast<D>();
auto& node4 = graph.AddNode("Calculator4");
b.ConnectTo(node4.In("INPUT_B"));
c.ConnectTo(node4.In("INPUT_C"));
d.ConnectTo(node4.In("INPUT_D"));
Stream<E> e = node4.Out("OUTPUT").Cast<E>();
// Outputs.
b.SetName("b").ConnectTo(graph.Out(0));
c.SetName("c").ConnectTo(graph.Out(1));
d.SetName("d").ConnectTo(graph.Out(2));
e.SetName("e").ConnectTo(graph.Out(3));
return graph.GetConfig();
}
```
In the above code, it can be hard to grasp the idea where each node begins and
ends. To improve this and help your code readers, you can simply have blank
lines before and after each node:
```c++ {.good}
CalculatorGraphConfig BuildGraph() {
Graph graph;
// Inputs.
Stream<A> a = graph.In(0).Cast<A>();
auto& node1 = graph.AddNode("Calculator1");
a.ConnectTo(node1.In("INPUT"));
Stream<B> b = node1.Out("OUTPUT").Cast<B>();
auto& node2 = graph.AddNode("Calculator2");
b.ConnectTo(node2.In("INPUT"));
Stream<C> c = node2.Out("OUTPUT").Cast<C>();
auto& node3 = graph.AddNode("Calculator3");
b.ConnectTo(node3.In("INPUT_B"));
c.ConnectTo(node3.In("INPUT_C"));
Stream<D> d = node3.Out("OUTPUT").Cast<D>();
auto& node4 = graph.AddNode("Calculator4");
b.ConnectTo(node4.In("INPUT_B"));
c.ConnectTo(node4.In("INPUT_C"));
d.ConnectTo(node4.In("INPUT_D"));
Stream<E> e = node4.Out("OUTPUT").Cast<E>();
// Outputs.
b.SetName("b").ConnectTo(graph.Out(0));
c.SetName("c").ConnectTo(graph.Out(1));
d.SetName("d").ConnectTo(graph.Out(2));
e.SetName("e").ConnectTo(graph.Out(3));
return graph.GetConfig();
}
```
Also, the above representation matches `CalculatorGraphConfig` proto
representation better.
If you extract nodes into utility functions, they are scoped within functions
already and it's clear where they begin and end, so it's completely fine to
have:
```c++ {.good}
CalculatorGraphConfig BuildGraph() {
Graph graph;
// Inputs.
Stream<A> a = graph.In(0).Cast<A>();
Stream<B> b = RunCalculator1(a, graph);
Stream<C> c = RunCalculator2(b, graph);
Stream<D> d = RunCalculator3(b, c, graph);
Stream<E> e = RunCalculator4(b, c, d, graph);
// Outputs.
b.SetName("b").ConnectTo(graph.Out(0));
c.SetName("c").ConnectTo(graph.Out(1));
d.SetName("d").ConnectTo(graph.Out(2));
e.SetName("e").ConnectTo(graph.Out(3));
return graph.GetConfig();
}
```
docs/framework_concepts/calculators.md
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@@ -1,5 +1,6 @@
---
layout: default
layout: forward
target: https://developers.google.com/mediapipe/framework/framework_concepts/calculators
title: Calculators
parent: Framework Concepts
nav_order: 1
docs/framework_concepts/framework_concepts.md
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@@ -1,5 +1,6 @@
---
layout: default
layout: forward
target: https://developers.google.com/mediapipe/framework/framework_concepts/overview
title: Framework Concepts
nav_order: 5
has_children: true
docs/framework_concepts/gpu.md
+2 -1
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@@ -1,5 +1,6 @@
---
layout: default
layout: forward
target: https://developers.google.com/mediapipe/framework/framework_concepts/gpu
title: GPU
parent: Framework Concepts
nav_order: 5
docs/framework_concepts/graphs.md
+2 -1
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@@ -1,5 +1,6 @@
---
layout: default
layout: forward
target: https://developers.google.com/mediapipe/framework/framework_concepts/graphs
title: Graphs
parent: Framework Concepts
nav_order: 2
docs/framework_concepts/packets.md
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@@ -1,5 +1,6 @@
---
layout: default
layout: forward
target: https://developers.google.com/mediapipe/framework/framework_concepts/packets
title: Packets
parent: Framework Concepts
nav_order: 3
docs/framework_concepts/realtime_streams.md
+2 -1
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@@ -1,5 +1,6 @@
---
layout: default
layout: forward
target: https://developers.google.com/mediapipe/framework/framework_concepts/realtime_streams
title: Real-time Streams
parent: Framework Concepts
nav_order: 6
docs/framework_concepts/synchronization.md
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@@ -1,5 +1,6 @@
---
layout: default
layout: forward
target: https://developers.google.com/mediapipe/framework/framework_concepts/synchronization
title: Synchronization
parent: Framework Concepts
nav_order: 4
docs/getting_started/android_solutions.md
+11
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@@ -13,6 +13,17 @@ nav_order: 2
{:toc}
---
**Attention:** *Thanks for your interest in MediaPipe! We are moving to
[https://developers.google.com/mediapipe](https://developers.google.com/mediapipe)
as the primary developer documentation
site for MediaPipe starting April 3, 2023. This content will not be moved to
the new site, but will remain available in the source code repository on an
as-is basis.*
*This notice and web page will be removed on April 3, 2023.*
----
MediaPipe Android Solution APIs (currently in alpha) are available in:
* [MediaPipe Face Detection](../solutions/face_detection#android-solution-api)
docs/getting_started/building_examples.md
+11
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@@ -12,6 +12,17 @@ nav_exclude: true
{:toc}
---
**Attention:** *Thanks for your interest in MediaPipe! We are moving to
[https://developers.google.com/mediapipe](https://developers.google.com/mediapipe)
as the primary developer documentation
site for MediaPipe starting April 3, 2023. This content will not be moved to
the new site, but will remain available in the source code repository on an
as-is basis.*
*This notice and web page will be removed on April 3, 2023.*
----
### Android
Please see these [instructions](./android.md).
docs/getting_started/faq.md
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@@ -1,5 +1,6 @@
---
layout: default
layout: forward
target: https://developers.google.com/mediapipe/framework/getting_started/faq
title: FAQ
parent: Getting Started
nav_order: 9
@@ -59,7 +60,7 @@ The second approach allows up to [`max_in_flight`] invocations of the
packets from [`CalculatorBase::Process`] are automatically ordered by timestamp
before they are passed along to downstream calculators.
With either aproach, you must be aware that the calculator running in parallel
With either approach, you must be aware that the calculator running in parallel
cannot maintain internal state in the same way as a normal sequential
calculator.
docs/getting_started/getting_started.md
+11
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@@ -11,3 +11,14 @@ has_children: true
1. TOC
{:toc}
---
**Attention:** *Thanks for your interest in MediaPipe! We are moving to
[https://developers.google.com/mediapipe](https://developers.google.com/mediapipe)
as the primary developer documentation
site for MediaPipe starting April 3, 2023. This content will not be moved to
the new site, but will remain available in the source code repository on an
as-is basis.*
*This notice and web page will be removed on April 3, 2023.*
----
docs/getting_started/gpu_support.md
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@@ -1,5 +1,6 @@
---
layout: default
layout: forward
target: https://developers.google.com/mediapipe/framework/getting_started/gpu_support
title: GPU Support
parent: Getting Started
nav_order: 7
docs/getting_started/help.md
+4 -3
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@@ -1,5 +1,6 @@
---
layout: default
layout: forward
target: https://developers.google.com/mediapipe/framework/getting_started/help
title: Getting Help
parent: Getting Started
nav_order: 8
@@ -37,8 +38,8 @@ If you open a GitHub issue, here is our policy:
- **OS Platform and Distribution (e.g., Linux Ubuntu 16.04)**:
- **Mobile device (e.g. iPhone 8, Pixel 2, Samsung Galaxy) if the issue happens on mobile device**:
- **Bazel version**:
- **Android Studio, NDK, SDK versions (if issue is related to building in mobile dev enviroment)**:
- **Xcode & Tulsi version (if issue is related to building in mobile dev enviroment)**:
- **Android Studio, NDK, SDK versions (if issue is related to building in mobile dev environment)**:
- **Xcode & Tulsi version (if issue is related to building in mobile dev environment)**:
- **Exact steps to reproduce**:
### Describe the problem
docs/getting_started/install.md
+2 -1
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@@ -1,5 +1,6 @@
---
layout: default
layout: forward
target: https://developers.google.com/mediapipe/framework/getting_started/install
title: Installation
parent: Getting Started
nav_order: 6
docs/getting_started/javascript.md
+12 -1
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@@ -12,6 +12,17 @@ nav_order: 4
{:toc}
---
**Attention:** *Thanks for your interest in MediaPipe! We are moving to
[https://developers.google.com/mediapipe](https://developers.google.com/mediapipe)
as the primary developer documentation
site for MediaPipe starting April 3, 2023. This content will not be moved to
the new site, but will remain available in the source code repository on an
as-is basis.*
*This notice and web page will be removed on April 3, 2023.*
----
## Ready-to-use JavaScript Solutions
MediaPipe currently offers the following solutions:
@@ -33,7 +44,7 @@ snippets.
| Browser | Platform | Notes |
| ------- | ----------------------- | -------------------------------------- |
| Chrome | Android / Windows / Mac | Pixel 4 and older unsupported. Fuschia |
| Chrome | Android / Windows / Mac | Pixel 4 and older unsupported. Fuchsia |
| | | unsupported. |
| Chrome | iOS | Camera unavailable in Chrome on iOS. |
| Safari | iPad/iPhone/Mac | iOS and Safari on iPad / iPhone / |
docs/getting_started/troubleshooting.md
+3 -2
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@@ -1,5 +1,6 @@
---
layout: default
layout: forward
target: https://developers.google.com/mediapipe/framework/getting_started/troubleshooting
title: Troubleshooting
parent: Getting Started
nav_order: 10
@@ -65,7 +66,7 @@ WARNING: Download from https://storage.googleapis.com/mirror.tensorflow.org/gith
```
usually indicates that Bazel fails to download necessary dependency repositories
that MediaPipe needs. MedaiPipe has several dependency repositories that are
that MediaPipe needs. MediaPipe has several dependency repositories that are
hosted by Google sites. In some regions, you may need to set up a network proxy
or use a VPN to access those resources. You may also need to append
`--host_jvm_args "-DsocksProxyHost=<ip address> -DsocksProxyPort=<port number>"`
docs/index.md
+11
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@@ -19,6 +19,17 @@ ML solutions for live and streaming media.
![ready_to_use.png](https://mediapipe.dev/images/ready_to_use_small.png) | ![open_source.png](https://mediapipe.dev/images/open_source_small.png)
***Ready-to-use solutions***: *Cutting-edge ML solutions demonstrating full power of the framework* | ***Free and open source***: *Framework and solutions both under Apache 2.0, fully extensible and customizable*
----
**Attention:** *Thanks for your interest in MediaPipe! We are moving to
[https://developers.google.com/mediapipe](https://developers.google.com/mediapipe)
as the primary developer documentation
site for MediaPipe starting April 3, 2023.*
*This notice and web page will be removed on April 3, 2023.*
----
## ML solutions in MediaPipe
Face Detection | Face Mesh | Iris | Hands | Pose | Holistic
docs/solutions/autoflip.md
+10
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@@ -18,6 +18,16 @@ nav_order: 14
</details>
---
**Attention:** *Thank you for your interest in MediaPipe Solutions.
We have ended support for this MediaPipe Legacy Solution as of March 1, 2023.
For more information, see the new
[MediaPipe Solutions](https://developers.google.com/mediapipe/solutions/guide#legacy)
site.*
*This notice and web page will be removed on April 3, 2023.*
----
## Overview
AutoFlip is an automatic video cropping pipeline built on top of MediaPipe. This
docs/solutions/box_tracking.md
+10
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@@ -18,6 +18,16 @@ nav_order: 10
</details>
---
**Attention:** *Thank you for your interest in MediaPipe Solutions.
We have ended support for this MediaPipe Legacy Solution as of March 1, 2023.
For more information, see the new
[MediaPipe Solutions](https://developers.google.com/mediapipe/solutions/guide#legacy)
site.*
*This notice and web page will be removed on April 3, 2023.*
----
## Overview
MediaPipe Box Tracking has been powering real-time tracking in
docs/solutions/face_detection.md
+10
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@@ -18,6 +18,16 @@ nav_order: 1
</details>
---
**Attention:** *Thank you for your interest in MediaPipe Solutions.
As of March 1, 2023, this solution is planned to be upgraded to a new MediaPipe
Solution. For more information, see the new
[MediaPipe Solutions](https://developers.google.com/mediapipe/solutions/guide#legacy)
site.*
*This notice and web page will be removed on April 3, 2023.*
----
## Overview
MediaPipe Face Detection is an ultrafast face detection solution that comes with
docs/solutions/face_mesh.md
+11 -1
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@@ -18,6 +18,16 @@ nav_order: 2
</details>
---
**Attention:** *Thank you for your interest in MediaPipe Solutions.
As of March 1, 2023, this solution is planned to be upgraded to a new MediaPipe
Solution. For more information, see the new
[MediaPipe Solutions](https://developers.google.com/mediapipe/solutions/guide#legacy)
site.*
*This notice and web page will be removed on April 3, 2023.*
----
## Overview
MediaPipe Face Mesh is a solution that estimates 468 3D face landmarks in
@@ -133,7 +143,7 @@ about the model in this [paper](https://arxiv.org/abs/2006.10962).
The [Face Landmark Model](#face-landmark-model) performs a single-camera face landmark
detection in the screen coordinate space: the X- and Y- coordinates are
normalized screen coordinates, while the Z coordinate is relative and is scaled
as the X coodinate under the
as the X coordinate under the
[weak perspective projection camera model](https://en.wikipedia.org/wiki/3D_projection#Weak_perspective_projection).
This format is well-suited for some applications, however it does not directly
enable the full spectrum of augmented reality (AR) features like aligning a
docs/solutions/hair_segmentation.md
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@@ -18,6 +18,16 @@ nav_order: 8
</details>
---
**Attention:** *Thank you for your interest in MediaPipe Solutions.
As of March 1, 2023, this solution is planned to be upgraded to a new MediaPipe
Solution. For more information, see the new
[MediaPipe Solutions](https://developers.google.com/mediapipe/solutions/guide#legacy)
site.*
*This notice and web page will be removed on April 3, 2023.*
----
![hair_segmentation_android_gpu_gif](https://mediapipe.dev/images/mobile/hair_segmentation_android_gpu.gif)
## Example Apps
docs/solutions/hands.md
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@@ -18,6 +18,16 @@ nav_order: 4
</details>
---
**Attention:** *Thank you for your interest in MediaPipe Solutions.
As of March 1, 2023, this solution is planned to be upgraded to a new MediaPipe
Solution. For more information, see the new
[MediaPipe Solutions](https://developers.google.com/mediapipe/solutions/guide#legacy)
site.*
*This notice and web page will be removed on April 3, 2023.*
----
## Overview
The ability to perceive the shape and motion of hands can be a vital component
docs/solutions/holistic.md
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@@ -18,6 +18,16 @@ nav_order: 6
</details>
---
**Attention:** *Thank you for your interest in MediaPipe Solutions.
As of March 1, 2023, this solution is planned to be upgraded to a new MediaPipe
Solution. For more information, see the new
[MediaPipe Solutions](https://developers.google.com/mediapipe/solutions/guide#legacy)
site.*
*This notice and web page will be removed on April 3, 2023.*
----
## Overview
Live perception of simultaneous [human pose](./pose.md),
docs/solutions/instant_motion_tracking.md
+10
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@@ -18,6 +18,16 @@ nav_order: 11
</details>
---
**Attention:** *Thank you for your interest in MediaPipe Solutions.
We have ended support for this MediaPipe Legacy Solution as of March 1, 2023.
For more information, see the new
[MediaPipe Solutions](https://developers.google.com/mediapipe/solutions/guide#legacy)
site.*
*This notice and web page will be removed on April 3, 2023.*
----
## Overview
Augmented Reality (AR) technology creates fun, engaging, and immersive user
docs/solutions/iris.md
+12 -2
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@@ -18,6 +18,16 @@ nav_order: 3
</details>
---
**Attention:** *Thank you for your interest in MediaPipe Solutions.
As of March 1, 2023, this solution is planned to be upgraded to a new MediaPipe
Solution. For more information, see the new
[MediaPipe Solutions](https://developers.google.com/mediapipe/solutions/guide#legacy)
site.*
*This notice and web page will be removed on April 3, 2023.*
----
## Overview
A wide range of real-world applications, including computational photography
@@ -38,7 +48,7 @@ camera, in real-time, without the need for specialized hardware. Through use of
iris landmarks, the solution is also able to determine the metric distance
between the subject and the camera with relative error less than 10%. Note that
iris tracking does not infer the location at which people are looking, nor does
it provide any form of identity recognition. With the cross-platfrom capability
it provide any form of identity recognition. With the cross-platform capability
of the MediaPipe framework, MediaPipe Iris can run on most modern
[mobile phones](#mobile), [desktops/laptops](#desktop) and even on the
[web](#web).
@@ -99,7 +109,7 @@ You can also find more details in this
### Iris Landmark Model
The iris model takes an image patch of the eye region and estimates both the eye
landmarks (along the eyelid) and iris landmarks (along ths iris contour). You
landmarks (along the eyelid) and iris landmarks (along this iris contour). You
can find more details in this [paper](https://arxiv.org/abs/2006.11341).
![iris_tracking_eye_and_iris_landmarks.png](https://mediapipe.dev/images/mobile/iris_tracking_eye_and_iris_landmarks.png) |
docs/solutions/knift.md
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@@ -18,6 +18,16 @@ nav_order: 13
</details>
---
**Attention:** *Thank you for your interest in MediaPipe Solutions.
We have ended support for this MediaPipe Legacy Solution as of March 1, 2023.
For more information, see the new
[MediaPipe Solutions](https://developers.google.com/mediapipe/solutions/guide#legacy)
site.*
*This notice and web page will be removed on April 3, 2023.*
----
## Overview
MediaPipe KNIFT is a template-based feature matching solution using KNIFT
docs/solutions/media_sequence.md
+11 -1
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@@ -18,6 +18,16 @@ nav_order: 15
</details>
---
**Attention:** *Thank you for your interest in MediaPipe Solutions.
We have ended support for this MediaPipe Legacy Solution as of March 1, 2023.
For more information, see the new
[MediaPipe Solutions](https://developers.google.com/mediapipe/solutions/guide#legacy)
site.*
*This notice and web page will be removed on April 3, 2023.*
----
## Overview
MediaPipe is a useful and general framework for media processing that can
@@ -85,7 +95,7 @@ process new data sets, in the documentation of
MediaSequence uses SequenceExamples as the format of both inputs and
outputs. Annotations are encoded as inputs in a SequenceExample of metadata
that defines the labels and the path to the cooresponding video file. This
that defines the labels and the path to the corresponding video file. This
metadata is passed as input to the C++ `media_sequence_demo` binary, and the
output is a SequenceExample filled with images and annotations ready for
model training.
docs/solutions/models.md
+14
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@@ -12,6 +12,20 @@ nav_order: 30
{:toc}
---
**Attention:** *Thank you for your interest in MediaPipe Solutions.
We have ended support for
[these MediaPipe Legacy Solutions](https://developers.google.com/mediapipe/solutions/guide#legacy)
as of March 1, 2023. All other
[MediaPipe Legacy Solutions will be upgraded](https://developers.google.com/mediapipe/solutions/guide#legacy)
to a new MediaPipe Solution. The code repository and prebuilt binaries for all
MediaPipe Legacy Solutions will continue to be provided on an as-is basis.
We encourage you to check out the new MediaPipe Solutions at:
[https://developers.google.com/mediapipe/solutions](https://developers.google.com/mediapipe/solutions)*
*This notice and web page will be removed on April 3, 2023.*
----
### [Face Detection](https://google.github.io/mediapipe/solutions/face_detection)
* Short-range model (best for faces within 2 meters from the camera):
docs/solutions/object_detection.md
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@@ -18,6 +18,16 @@ nav_order: 9
</details>
---
**Attention:** *Thank you for your interest in MediaPipe Solutions.
As of March 1, 2023, this solution is planned to be upgraded to a new MediaPipe
Solution. For more information, see the new
[MediaPipe Solutions](https://developers.google.com/mediapipe/solutions/guide#legacy)
site.*
*This notice and web page will be removed on April 3, 2023.*
----
![object_detection_android_gpu.gif](https://mediapipe.dev/images/mobile/object_detection_android_gpu.gif)
## Example Apps
docs/solutions/objectron.md
+12 -2
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@@ -18,6 +18,16 @@ nav_order: 12
</details>
---
**Attention:** *Thank you for your interest in MediaPipe Solutions.
We have ended support for this MediaPipe Legacy Solution as of March 1, 2023.
For more information, see the new
[MediaPipe Solutions](https://developers.google.com/mediapipe/solutions/guide#legacy)
site.*
*This notice and web page will be removed on April 3, 2023.*
----
## Overview
MediaPipe Objectron is a mobile real-time 3D object detection solution for
@@ -170,7 +180,7 @@ and a
The detection subgraph performs ML inference only once every few frames to
reduce computation load, and decodes the output tensor to a FrameAnnotation that
contains nine keypoints: the 3D bounding box's center and its eight vertices.
The tracking subgraph runs every frame, using the box traker in
The tracking subgraph runs every frame, using the box tracker in
[MediaPipe Box Tracking](./box_tracking.md) to track the 2D box tightly
enclosing the projection of the 3D bounding box, and lifts the tracked 2D
keypoints to 3D with
@@ -613,7 +623,7 @@ z_ndc = 1 / Z
### Pixel Space
In this API we set upper-left coner of an image as the origin of pixel
In this API we set upper-left corner of an image as the origin of pixel
coordinate. One can convert from NDC to pixel space as follows:
```
docs/solutions/pose.md
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@@ -20,6 +20,16 @@ nav_order: 5
</details>
---
**Attention:** *Thank you for your interest in MediaPipe Solutions.
As of March 1, 2023, this solution is planned to be upgraded to a new MediaPipe
Solution. For more information, see the new
[MediaPipe Solutions](https://developers.google.com/mediapipe/solutions/guide#legacy)
site.*
*This notice and web page will be removed on April 3, 2023.*
----
## Overview
Human pose estimation from video plays a critical role in various applications
docs/solutions/pose_classification.md
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@@ -19,6 +19,16 @@ nav_order: 1
</details>
---
**Attention:** *Thank you for your interest in MediaPipe Solutions.
As of March 1, 2023, this solution is planned to be upgraded to a new MediaPipe
Solution. For more information, see the new
[MediaPipe Solutions](https://developers.google.com/mediapipe/solutions/guide#legacy)
site.*
*This notice and web page will be removed on April 3, 2023.*
----
## Overview
One of the applications
docs/solutions/selfie_segmentation.md
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@@ -18,6 +18,16 @@ nav_order: 7
</details>
---
**Attention:** *Thank you for your interest in MediaPipe Solutions.
As of March 1, 2023, this solution is planned to be upgraded to a new MediaPipe
Solution. For more information, see the new
[MediaPipe Solutions](https://developers.google.com/mediapipe/solutions/guide#legacy)
site.*
*This notice and web page will be removed on April 3, 2023.*
----
## Overview
*Fig 1. Example of MediaPipe Selfie Segmentation.* |
docs/solutions/solutions.md
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{:toc}
---
Note: These solutions are no longer actively maintained. Consider using or migrating to the new [MediaPipe Solutions](https://developers.google.com/mediapipe/solutions/guide).
**Attention:** *Thank you for your interest in MediaPipe Solutions. We have
ended support for
[these MediaPipe Legacy Solutions](https://developers.google.com/mediapipe/solutions/guide#legacy)
as of March 1, 2023. All other
[MediaPipe Legacy Solutions will be upgraded](https://developers.google.com/mediapipe/solutions/guide#legacy)
to a new MediaPipe Solution. The
[code repository](https://github.com/google/mediapipe/tree/master/mediapipe)
and prebuilt binaries for all MediaPipe Legacy Solutions will continue to
be provided on an as-is basis. We encourage you to check out the new MediaPipe
Solutions at:
[https://developers.google.com/mediapipe/solutions](https://developers.google.com/mediapipe/solutions)*
*This notice and web page will be removed on June 1, 2023.*
----
MediaPipe offers open source cross-platform, customizable ML solutions for live
and streaming media.
docs/solutions/youtube_8m.md
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</details>
---
**Attention:** *Thank you for your interest in MediaPipe Solutions.
We have ended support for this MediaPipe Legacy Solution as of March 1, 2023.
For more information, see the new
[MediaPipe Solutions](https://developers.google.com/mediapipe/solutions/guide#legacy)
site.*
*This notice and web page will be removed on April 3, 2023.*
----
MediaPipe is a useful and general framework for media processing that can assist
with research, development, and deployment of ML models. This example focuses on
model development by demonstrating how to prepare training data and do model
docs/tools/visualizer.md
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---
layout: default
layout: forward
target: https://developers.google.com/mediapipe/framework/tools/visualizer
title: Visualizer
parent: Tools
nav_order: 1