diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 43824a0..026b040 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -1,4 +1,4 @@
-name: Build
+name: CI
on:
push:
diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index 33b71bb..096d963 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -1,8 +1,8 @@
-name: Deploy docs
+name: Deploy Documentation
on:
release:
- types: [released] # Fires only for stable releases (not pre-releases), after publish.yml creates the Release
+ types: [released]
workflow_dispatch:
permissions:
@@ -14,7 +14,7 @@ jobs:
steps:
- uses: actions/checkout@v4
with:
- fetch-depth: 0 # Fetch full history for git-committers and git-revision-date plugins
+ fetch-depth: 0
- uses: actions/setup-python@v5
with:
diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
index 4312a50..52b2e42 100644
--- a/.github/workflows/publish.yml
+++ b/.github/workflows/publish.yml
@@ -3,7 +3,7 @@ name: Publish to PyPI
on:
push:
tags:
- - "v*.*.*" # Trigger only on version tags like v0.1.9
+ - "v*.*.*"
concurrency:
group: ${{ github.workflow }}-${{ github.ref }}
diff --git a/README.md b/README.md
index e15c7a7..f580892 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,4 @@
-
UniFace: All-in-One Face Analysis Library
+UniFace: A Unified Face Analysis Library for Python
@@ -14,12 +14,12 @@
-

+
---
-**UniFace** is a lightweight, production-ready face analysis library built on ONNX Runtime. It provides high-performance face detection, recognition, landmark detection, face parsing, gaze estimation, and attribute analysis with hardware acceleration support across platforms.
+**UniFace** is a lightweight, production-ready Python library for face detection, recognition, tracking, landmark analysis, face parsing, gaze estimation, and face attributes.
---
@@ -226,7 +226,7 @@ cv2.imwrite("green_screen.jpg", result)
| [02_face_alignment.ipynb](examples/02_face_alignment.ipynb) | [](https://colab.research.google.com/github/yakhyo/uniface/blob/main/examples/02_face_alignment.ipynb) | Face alignment for recognition |
| [03_face_verification.ipynb](examples/03_face_verification.ipynb) | [](https://colab.research.google.com/github/yakhyo/uniface/blob/main/examples/03_face_verification.ipynb) | Compare faces for identity |
| [04_face_search.ipynb](examples/04_face_search.ipynb) | [](https://colab.research.google.com/github/yakhyo/uniface/blob/main/examples/04_face_search.ipynb) | Find a person in group photos |
-| [05_face_analyzer.ipynb](examples/05_face_analyzer.ipynb) | [](https://colab.research.google.com/github/yakhyo/uniface/blob/main/examples/05_face_analyzer.ipynb) | All-in-one analysis |
+| [05_face_analyzer.ipynb](examples/05_face_analyzer.ipynb) | [](https://colab.research.google.com/github/yakhyo/uniface/blob/main/examples/05_face_analyzer.ipynb) | Unified face analysis |
| [06_face_parsing.ipynb](examples/06_face_parsing.ipynb) | [](https://colab.research.google.com/github/yakhyo/uniface/blob/main/examples/06_face_parsing.ipynb) | Semantic face segmentation |
| [07_face_anonymization.ipynb](examples/07_face_anonymization.ipynb) | [](https://colab.research.google.com/github/yakhyo/uniface/blob/main/examples/07_face_anonymization.ipynb) | Privacy-preserving blur |
| [08_gaze_estimation.ipynb](examples/08_gaze_estimation.ipynb) | [](https://colab.research.google.com/github/yakhyo/uniface/blob/main/examples/08_gaze_estimation.ipynb) | Gaze direction estimation |
diff --git a/docs/concepts/overview.md b/docs/concepts/overview.md
index df60408..4146ca5 100644
--- a/docs/concepts/overview.md
+++ b/docs/concepts/overview.md
@@ -64,16 +64,14 @@ graph TB
## Design Principles
-### 1. ONNX-First
+### 1. Cross-Platform Inference
-UniFace runs inference primarily via ONNX Runtime for core components:
+UniFace uses portable model runtimes to provide consistent inference across macOS, Linux, and Windows. Most core components run through ONNX Runtime, while optional components may use PyTorch where appropriate.
- **Cross-platform**: Same models work on macOS, Linux, Windows
- **Hardware acceleration**: Automatic selection of optimal provider
- **Production-ready**: No Python-only dependencies for inference
-Some optional components (e.g., emotion TorchScript, torchvision NMS) require PyTorch.
-
### 2. Minimal Dependencies
Core dependencies are kept minimal:
diff --git a/docs/index.md b/docs/index.md
index bbe743e..0d48c0c 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -10,7 +10,7 @@ template: home.html
# UniFace { .hero-title }
-All-in-One Open-Source Face Analysis Library
+A Unified Face Analysis Library for Python
[](https://pypi.org/project/uniface/)
[](https://www.python.org/)
@@ -20,7 +20,7 @@ template: home.html
[](https://www.kaggle.com/yakhyokhuja/code)
[](https://discord.gg/wdzrjr7R5j)
-
+
[Get Started](quickstart.md){ .md-button .md-button--primary }
[View on GitHub](https://github.com/yakhyo/uniface){ .md-button }
@@ -31,7 +31,7 @@ template: home.html
### :material-face-recognition: Face Detection
-ONNX-optimized detectors (RetinaFace, SCRFD, YOLO) with 5-point landmarks.
+RetinaFace, SCRFD, and YOLO detectors with 5-point landmarks.
@@ -90,7 +90,7 @@ FAISS-backed embedding store for fast multi-identity face search.
## Installation
-UniFace runs inference primarily via **ONNX Runtime**; some optional components (e.g., emotion TorchScript, torchvision NMS) require **PyTorch**.
+UniFace uses portable model runtimes for consistent inference across macOS, Linux, and Windows. Most core components run through **ONNX Runtime**, while optional components may use **PyTorch** where appropriate.
**CPU / Apple Silicon**
```bash
diff --git a/docs/notebooks.md b/docs/notebooks.md
index 3f5add0..31e450d 100644
--- a/docs/notebooks.md
+++ b/docs/notebooks.md
@@ -12,7 +12,7 @@ Run UniFace examples directly in your browser with Google Colab, or download and
| [Face Alignment](https://github.com/yakhyo/uniface/blob/main/examples/02_face_alignment.ipynb) | [](https://colab.research.google.com/github/yakhyo/uniface/blob/main/examples/02_face_alignment.ipynb) | Align faces for recognition |
| [Face Verification](https://github.com/yakhyo/uniface/blob/main/examples/03_face_verification.ipynb) | [](https://colab.research.google.com/github/yakhyo/uniface/blob/main/examples/03_face_verification.ipynb) | Compare faces for identity |
| [Face Search](https://github.com/yakhyo/uniface/blob/main/examples/04_face_search.ipynb) | [](https://colab.research.google.com/github/yakhyo/uniface/blob/main/examples/04_face_search.ipynb) | Find a person in group photos |
-| [Face Analyzer](https://github.com/yakhyo/uniface/blob/main/examples/05_face_analyzer.ipynb) | [](https://colab.research.google.com/github/yakhyo/uniface/blob/main/examples/05_face_analyzer.ipynb) | All-in-one face analysis |
+| [Face Analyzer](https://github.com/yakhyo/uniface/blob/main/examples/05_face_analyzer.ipynb) | [](https://colab.research.google.com/github/yakhyo/uniface/blob/main/examples/05_face_analyzer.ipynb) | Unified face analysis |
| [Face Parsing](https://github.com/yakhyo/uniface/blob/main/examples/06_face_parsing.ipynb) | [](https://colab.research.google.com/github/yakhyo/uniface/blob/main/examples/06_face_parsing.ipynb) | Semantic face segmentation |
| [Face Anonymization](https://github.com/yakhyo/uniface/blob/main/examples/07_face_anonymization.ipynb) | [](https://colab.research.google.com/github/yakhyo/uniface/blob/main/examples/07_face_anonymization.ipynb) | Privacy-preserving blur |
| [Gaze Estimation](https://github.com/yakhyo/uniface/blob/main/examples/08_gaze_estimation.ipynb) | [](https://colab.research.google.com/github/yakhyo/uniface/blob/main/examples/08_gaze_estimation.ipynb) | Gaze direction estimation |
diff --git a/examples/01_face_detection.ipynb b/examples/01_face_detection.ipynb
index dda052f..eead195 100644
--- a/examples/01_face_detection.ipynb
+++ b/examples/01_face_detection.ipynb
@@ -13,7 +13,7 @@
"

\n",
"
\n",
"\n",
- "**UniFace** is a lightweight, production-ready, all-in-one face analysis library built on ONNX Runtime.\n",
+ "**UniFace** is a lightweight, production-ready Python library for face detection, recognition, tracking, landmark analysis, face parsing, gaze estimation, and face attributes.\n",
"\n",
"🔗 **GitHub**: [github.com/yakhyo/uniface](https://github.com/yakhyo/uniface) | 📚 **Docs**: [yakhyo.github.io/uniface](https://yakhyo.github.io/uniface)\n",
"\n",
diff --git a/examples/02_face_alignment.ipynb b/examples/02_face_alignment.ipynb
index bc07a21..cecb754 100644
--- a/examples/02_face_alignment.ipynb
+++ b/examples/02_face_alignment.ipynb
@@ -17,7 +17,7 @@
"
\n",
"\n",
"\n",
- "**UniFace** is a lightweight, production-ready, all-in-one face analysis library built on ONNX Runtime.\n",
+ "**UniFace** is a lightweight, production-ready Python library for face detection, recognition, tracking, landmark analysis, face parsing, gaze estimation, and face attributes.\n",
"\n",
"🔗 **GitHub**: [github.com/yakhyo/uniface](https://github.com/yakhyo/uniface) | 📚 **Docs**: [yakhyo.github.io/uniface](https://yakhyo.github.io/uniface)\n",
"\n",
diff --git a/examples/03_face_verification.ipynb b/examples/03_face_verification.ipynb
index 0bb8360..f6585a2 100644
--- a/examples/03_face_verification.ipynb
+++ b/examples/03_face_verification.ipynb
@@ -13,7 +13,7 @@
"
\n",
"\n",
"\n",
- "**UniFace** is a lightweight, production-ready, all-in-one face analysis library built on ONNX Runtime.\n",
+ "**UniFace** is a lightweight, production-ready Python library for face detection, recognition, tracking, landmark analysis, face parsing, gaze estimation, and face attributes.\n",
"\n",
"🔗 **GitHub**: [github.com/yakhyo/uniface](https://github.com/yakhyo/uniface) | 📚 **Docs**: [yakhyo.github.io/uniface](https://yakhyo.github.io/uniface)\n",
"\n",
diff --git a/examples/04_face_search.ipynb b/examples/04_face_search.ipynb
index a6c1ac7..9fabede 100644
--- a/examples/04_face_search.ipynb
+++ b/examples/04_face_search.ipynb
@@ -13,7 +13,7 @@
"
\n",
"\n",
"\n",
- "**UniFace** is a lightweight, production-ready, all-in-one face analysis library built on ONNX Runtime.\n",
+ "**UniFace** is a lightweight, production-ready Python library for face detection, recognition, tracking, landmark analysis, face parsing, gaze estimation, and face attributes.\n",
"\n",
"🔗 **GitHub**: [github.com/yakhyo/uniface](https://github.com/yakhyo/uniface) | 📚 **Docs**: [yakhyo.github.io/uniface](https://yakhyo.github.io/uniface)\n",
"\n",
diff --git a/examples/05_face_analyzer.ipynb b/examples/05_face_analyzer.ipynb
index a0b1998..de71b14 100644
--- a/examples/05_face_analyzer.ipynb
+++ b/examples/05_face_analyzer.ipynb
@@ -13,7 +13,7 @@
"
\n",
"\n",
"\n",
- "**UniFace** is a lightweight, production-ready, all-in-one face analysis library built on ONNX Runtime.\n",
+ "**UniFace** is a lightweight, production-ready Python library for face detection, recognition, tracking, landmark analysis, face parsing, gaze estimation, and face attributes.\n",
"\n",
"🔗 **GitHub**: [github.com/yakhyo/uniface](https://github.com/yakhyo/uniface) | 📚 **Docs**: [yakhyo.github.io/uniface](https://yakhyo.github.io/uniface)\n",
"\n",
diff --git a/examples/06_face_parsing.ipynb b/examples/06_face_parsing.ipynb
index 1e8b153..ac024a8 100644
--- a/examples/06_face_parsing.ipynb
+++ b/examples/06_face_parsing.ipynb
@@ -13,7 +13,7 @@
"
\n",
"\n",
"\n",
- "**UniFace** is a lightweight, production-ready, all-in-one face analysis library built on ONNX Runtime.\n",
+ "**UniFace** is a lightweight, production-ready Python library for face detection, recognition, tracking, landmark analysis, face parsing, gaze estimation, and face attributes.\n",
"\n",
"🔗 **GitHub**: [github.com/yakhyo/uniface](https://github.com/yakhyo/uniface) | 📚 **Docs**: [yakhyo.github.io/uniface](https://yakhyo.github.io/uniface)\n",
"\n",
diff --git a/examples/07_face_anonymization.ipynb b/examples/07_face_anonymization.ipynb
index cd08cb0..af35317 100644
--- a/examples/07_face_anonymization.ipynb
+++ b/examples/07_face_anonymization.ipynb
@@ -13,7 +13,7 @@
"
\n",
"\n",
"\n",
- "**UniFace** is a lightweight, production-ready, all-in-one face analysis library built on ONNX Runtime.\n",
+ "**UniFace** is a lightweight, production-ready Python library for face detection, recognition, tracking, landmark analysis, face parsing, gaze estimation, and face attributes.\n",
"\n",
"🔗 **GitHub**: [github.com/yakhyo/uniface](https://github.com/yakhyo/uniface) | 📚 **Docs**: [yakhyo.github.io/uniface](https://yakhyo.github.io/uniface)\n",
"\n",
diff --git a/examples/08_gaze_estimation.ipynb b/examples/08_gaze_estimation.ipynb
index f4756ae..f947119 100644
--- a/examples/08_gaze_estimation.ipynb
+++ b/examples/08_gaze_estimation.ipynb
@@ -13,7 +13,7 @@
"
\n",
"\n",
"\n",
- "**UniFace** is a lightweight, production-ready, all-in-one face analysis library built on ONNX Runtime.\n",
+ "**UniFace** is a lightweight, production-ready Python library for face detection, recognition, tracking, landmark analysis, face parsing, gaze estimation, and face attributes.\n",
"\n",
"🔗 **GitHub**: [github.com/yakhyo/uniface](https://github.com/yakhyo/uniface) | 📚 **Docs**: [yakhyo.github.io/uniface](https://yakhyo.github.io/uniface)\n",
"\n",
diff --git a/examples/09_face_segmentation.ipynb b/examples/09_face_segmentation.ipynb
index 7ebdcaf..3619766 100644
--- a/examples/09_face_segmentation.ipynb
+++ b/examples/09_face_segmentation.ipynb
@@ -13,7 +13,7 @@
"
\n",
"\n",
"\n",
- "**UniFace** is a lightweight, production-ready, all-in-one face analysis library built on ONNX Runtime.\n",
+ "**UniFace** is a lightweight, production-ready Python library for face detection, recognition, tracking, landmark analysis, face parsing, gaze estimation, and face attributes.\n",
"\n",
"🔗 **GitHub**: [github.com/yakhyo/uniface](https://github.com/yakhyo/uniface) | 📚 **Docs**: [yakhyo.github.io/uniface](https://yakhyo.github.io/uniface)\n",
"\n",
diff --git a/examples/10_face_vector_store.ipynb b/examples/10_face_vector_store.ipynb
index c807aac..d9b3de6 100644
--- a/examples/10_face_vector_store.ipynb
+++ b/examples/10_face_vector_store.ipynb
@@ -13,7 +13,7 @@
"
\n",
"\n",
"\n",
- "**UniFace** is a lightweight, production-ready, all-in-one face analysis library built on ONNX Runtime.\n",
+ "**UniFace** is a lightweight, production-ready Python library for face detection, recognition, tracking, landmark analysis, face parsing, gaze estimation, and face attributes.\n",
"\n",
"🔗 **GitHub**: [github.com/yakhyo/uniface](https://github.com/yakhyo/uniface) | 📚 **Docs**: [yakhyo.github.io/uniface](https://yakhyo.github.io/uniface)\n",
"\n",
diff --git a/examples/11_head_pose_estimation.ipynb b/examples/11_head_pose_estimation.ipynb
index 9c48fb5..939cc92 100644
--- a/examples/11_head_pose_estimation.ipynb
+++ b/examples/11_head_pose_estimation.ipynb
@@ -13,7 +13,7 @@
"
\n",
"\n",
"\n",
- "**UniFace** is a lightweight, production-ready, all-in-one face analysis library built on ONNX Runtime.\n",
+ "**UniFace** is a lightweight, production-ready Python library for face detection, recognition, tracking, landmark analysis, face parsing, gaze estimation, and face attributes.\n",
"\n",
"🔗 **GitHub**: [github.com/yakhyo/uniface](https://github.com/yakhyo/uniface) | 📚 **Docs**: [yakhyo.github.io/uniface](https://yakhyo.github.io/uniface)\n",
"\n",
diff --git a/examples/12_face_recognition.ipynb b/examples/12_face_recognition.ipynb
index fb9fc17..1c1926c 100644
--- a/examples/12_face_recognition.ipynb
+++ b/examples/12_face_recognition.ipynb
@@ -14,7 +14,7 @@
"
\n",
"\n",
"\n",
- "**UniFace** is a lightweight, production-ready, all-in-one face analysis library built on ONNX Runtime.\n",
+ "**UniFace** is a lightweight, production-ready Python library for face detection, recognition, tracking, landmark analysis, face parsing, gaze estimation, and face attributes.\n",
"\n",
"🔗 **GitHub**: [github.com/yakhyo/uniface](https://github.com/yakhyo/uniface) | 📚 **Docs**: [yakhyo.github.io/uniface](https://yakhyo.github.io/uniface)\n",
"\n",
diff --git a/examples/13_portrait_matting.ipynb b/examples/13_portrait_matting.ipynb
index 469e3be..34f6da5 100644
--- a/examples/13_portrait_matting.ipynb
+++ b/examples/13_portrait_matting.ipynb
@@ -13,7 +13,7 @@
"
\n",
"\n",
"\n",
- "**UniFace** is a lightweight, production-ready, all-in-one face analysis library built on ONNX Runtime.\n",
+ "**UniFace** is a lightweight, production-ready Python library for face detection, recognition, tracking, landmark analysis, face parsing, gaze estimation, and face attributes.\n",
"\n",
"🔗 **GitHub**: [github.com/yakhyo/uniface](https://github.com/yakhyo/uniface) | 📚 **Docs**: [yakhyo.github.io/uniface](https://yakhyo.github.io/uniface)\n",
"\n",
diff --git a/mkdocs.yml b/mkdocs.yml
index 961a250..eaa6c4e 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -1,5 +1,5 @@
site_name: UniFace
-site_description: All-in-One Face Analysis Library with ONNX Runtime
+site_description: A Unified Face Analysis Library for Python
site_author: Yakhyokhuja Valikhujaev
site_url: https://yakhyo.github.io/uniface
diff --git a/pyproject.toml b/pyproject.toml
index 061811b..26a7b7b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,7 +1,7 @@
[project]
name = "uniface"
version = "3.5.1rc1"
-description = "UniFace: A Comprehensive Library for Face Detection, Recognition, Tracking, Landmark Analysis, Face Parsing, Gaze Estimation, Age, and Gender Detection"
+description = "UniFace: A Unified Face Analysis Library for Python"
readme = "README.md"
license = "MIT"
authors = [{ name = "Yakhyokhuja Valikhujaev", email = "yakhyo9696@gmail.com" }]