diff --git a/tensorflow_js_demo/.gitignore b/tensorflow_js_demo/.gitignore new file mode 100644 index 0000000..b6e4761 --- /dev/null +++ b/tensorflow_js_demo/.gitignore @@ -0,0 +1,129 @@ +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +pip-wheel-metadata/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +.python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ diff --git a/tensorflow_js_demo/demo.css b/tensorflow_js_demo/demo.css new file mode 100644 index 0000000..d137ec7 --- /dev/null +++ b/tensorflow_js_demo/demo.css @@ -0,0 +1,67 @@ +img .input-image { + width: 256px; + height: 384px; +} +.color-g { + color: #db4437; +} +.color-p { + color: #f4b400; +} +.color-s { + color: #4285f4; +} +.color-w { + color: white; +} +#perf { + color: grey; +} + +#result { + width: 256px; + height: 384px; + border: 1px solid #0f9d58; +} + +.mask { + width: 256px; + height: 384px; +} + +.arrow { + width: 120px; +} + +.line { + margin-top: 14px; + width: 90px; + background: blue; + height: 10px; + float: left; +} + +.point { + width: 0; + height: 0; + border-top: 20px solid transparent; + border-bottom: 20px solid transparent; + border-left: 30px solid blue; + float: right; +} + +.penpad { + z-index: 99; + cursor: url(images/pen.png), auto; +} + +.eraserpad { + z-index: 99; + cursor: url(images/eraser.png), auto; +} + +#predict { + font-size: 1.5em; + border-radius: 0.2em; + padding: 0.3em; +} diff --git a/tensorflow_js_demo/example_data/blank.png b/tensorflow_js_demo/example_data/blank.png new file mode 100644 index 0000000..6e50173 Binary files /dev/null and b/tensorflow_js_demo/example_data/blank.png differ diff --git a/tensorflow_js_demo/example_data/im1.jpg b/tensorflow_js_demo/example_data/im1.jpg new file mode 100644 index 0000000..07994ca Binary files /dev/null and b/tensorflow_js_demo/example_data/im1.jpg differ diff --git a/tensorflow_js_demo/example_data/im1_mask.png b/tensorflow_js_demo/example_data/im1_mask.png new file mode 100644 index 0000000..5aa5bca Binary files /dev/null and b/tensorflow_js_demo/example_data/im1_mask.png differ diff --git a/tensorflow_js_demo/example_data/im2.jpg b/tensorflow_js_demo/example_data/im2.jpg new file mode 100644 index 0000000..7737795 Binary files /dev/null and b/tensorflow_js_demo/example_data/im2.jpg differ diff --git a/tensorflow_js_demo/example_data/im2_mask.png b/tensorflow_js_demo/example_data/im2_mask.png new file mode 100644 index 0000000..a526f4f Binary files /dev/null and b/tensorflow_js_demo/example_data/im2_mask.png differ diff --git a/tensorflow_js_demo/example_data/im3.jpg b/tensorflow_js_demo/example_data/im3.jpg new file mode 100644 index 0000000..30a5d7d Binary files /dev/null and b/tensorflow_js_demo/example_data/im3.jpg differ diff --git a/tensorflow_js_demo/example_data/im3_mask.png b/tensorflow_js_demo/example_data/im3_mask.png new file mode 100644 index 0000000..c751d79 Binary files /dev/null and b/tensorflow_js_demo/example_data/im3_mask.png differ diff --git a/tensorflow_js_demo/images/eraser.png b/tensorflow_js_demo/images/eraser.png new file mode 100644 index 0000000..b90ad87 Binary files /dev/null and b/tensorflow_js_demo/images/eraser.png differ diff --git a/tensorflow_js_demo/images/pen.png b/tensorflow_js_demo/images/pen.png new file mode 100644 index 0000000..d437a22 Binary files /dev/null and b/tensorflow_js_demo/images/pen.png differ diff --git a/tensorflow_js_demo/index.html b/tensorflow_js_demo/index.html new file mode 100644 index 0000000..7f0dfad --- /dev/null +++ b/tensorflow_js_demo/index.html @@ -0,0 +1,154 @@ + + + HumanGPS TensorFlow.js Demo + + + + + + + + + + + + + + + + + + +
+
+

+ HumanGPS
+

+
+ 1. Click Choose File to upload a human image and a mask image (recommended w : h = 256 : 384) or use the example images: + + + +
+ 2. Click 'Process' button to run the model. You may use + , + , + , and + to doodle on the mask image. +
+ Note that the first time of 'Process' takes longer time for initialization. +
+
+
+
+ +
+
+ +
+
+ HumanGPS
+
+ +
+
+ + +
+
+ +
+
+
+
+
+ +
+
+ +
+
+
+
+

Citation

+
+  BibTeX, 1 KB +
+ 
@inproceedings{tan2021humangps,
+  author = {Tan, Feitong and Tang, Danhang and Mingsong, Dou and Kaiwen, Guo and Pandey, Rohit and Keskin, Cem and Du, Ruofei and Sun, Deqing and Bouaziz, Sofien and Fanello, Sean and Tan, Ping and Zhang, Yinda},
+  title = {HumanGPS: Geodesic PreServing Feature for Dense Human Correspondences},
+  booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
+  month = {June},
+  year = {2021}
+}
+
+
+
+
+ +
+ + + diff --git a/tensorflow_js_demo/index.js b/tensorflow_js_demo/index.js new file mode 100644 index 0000000..60c8d56 --- /dev/null +++ b/tensorflow_js_demo/index.js @@ -0,0 +1,218 @@ +/** + * @license + * Copyright 2021 Google LLC. All Rights Reserved. + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * https://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + * ============================================================================= + */ +let model; +let info; +let canvas; +let image1; +let mask1; +let perf; +let pad; +const src_images = [image1, mask1]; +const WIDTH = 256; +const HEIGHT = 384; + +const state = { + backend: 'webgl' +}; + +const gui = new dat.GUI(); +gui.add(state, 'backend', ['webgl', 'wasm']).onChange(async backend => { + await tf.setBackend(backend); +}); + +function changeImage(input, image_id) { + if (input.files && input.files.length > 0) { + const reader = new FileReader(); + reader.onload = function(e) { + const originalImg = document.getElementById(image_id); + originalImg.setAttribute('src', e.target.result); + originalImg.setAttribute('width', WIDTH); + originalImg.setAttribute('height', HEIGHT); + }; + if (image_id.indexOf('mask') < 0) { + loadMask('blank.png', 'im1_mask'); + } + reader.readAsDataURL(input.files[0]); + } +}; + +// Loads an image to the img element. +function loadImage(filename, element_id) { + let _img = document.getElementById(element_id); + let newImg = new Image; + newImg.onload = function() { + _img.src = this.src; + } + newImg.src = 'example_data/' + filename; +} + +// Loads a mask into the mask canvas. +function loadMask(filename, element_id) { + let _mask = document.getElementById(element_id).getContext('2d'); + let _img = new Image; + _img.onload = function() { + console.log(_img.width, _img.height, WIDTH, HEIGHT); + _mask.drawImage(_img, 0, 0, _img.width, _img.height, 0, 0, WIDTH, HEIGHT); + } + _img.src = 'example_data/' + filename; +} + +function loadPreset(preset_id) { + loadImage('im' + preset_id + '.jpg', 'im1'); + loadMask('im' + preset_id + '_mask.png', 'im1_mask'); +} + +function predict() { + // Tests if the model is loaded. + if (model == null) { + alert('Model is not available!'); + return; + } + + // Tests if an image is missing. + for (let src_image in src_images) { + if (src_image.height === 0 || src_image.width === 0) { + alert('You need to upload an image!'); + return; + } + } + + predictButton.textContent = 'Running...'; + predictButton.disabled = true; + + // Sets timeout = 0 to force reload the UI. + setTimeout(function() { + const start = Date.now(); + const ctx = canvas.getContext('2d'); + ctx.clearRect(0, 0, canvas.width, canvas.height); + + tf.tidy(() => { + // TODO: Resize images to [384, 256]; tf.image.resize... + + // Normalizes the values from [0, 255] to [-1, 1], same ranged used during training. + const transform = transformValueRange(0, 255, -1, 1); + + // Converts the input image into a 3D tensor with shape [h, w, colorChannel]. + const image1Tensor = tf.browser.fromPixels(image1); + const mask1Tensor = tf.browser.fromPixels(mask1); + const image1Float = tf.cast(image1Tensor, 'float32'); + const mask1Float = tf.cast(mask1Tensor, 'float32'); + + const matting1 = tf.sum(mask1Float, /*axis=*/-1, /*keepdims=*/true); + const threshold = tf.fill(matting1.shape, 150 * 3); + const mask1Bool = tf.greater(matting1, threshold); + + // Masks the image + let image1Foreground = tf.where( + tf.tile(mask1Bool, [1, 1, 3]), + image1Float, + tf.zerosLike(image1Float) + ); + image1Foreground = tf.add( + tf.mul(image1Foreground, transform.scale), + transform.offset); + + // Runs the model. + const input = [ + tf.expandDims(mask1Bool), + tf.expandDims(image1Foreground) + ]; + + const result = model.predict(input); + const resultSqueezed = tf.squeeze(result[0]); + + // Adds background. + const rgbAndBackground = tf.where( + tf.tile(mask1Bool, [1, 1, 3]), + resultSqueezed, + image1Float + ); + + // Renders the result on a canvas. + const transformBack = transformValueRange(0, 255, 0, 1); + + // Converts back to 0-1. + const rgbFinal = tf.add(tf.mul(rgbAndBackground, transformBack.scale), transformBack.offset); + tf.browser.toPixels(rgbFinal, canvas); + }); + + const end = Date.now(); + const time = end - start; + perf.textContent = time + ' ms'; + predictButton.textContent = 'Process'; + predictButton.disabled = false; + }, 0); +}; + +function transformValueRange( + fromMin, fromMax, toMin, toMax) { + const fromRange = fromMax - fromMin; + const ToRange = toMax - toMin; + const scale = ToRange / fromRange; + const offset = toMin - fromMin * scale; + return {scale, offset}; +} + +function SetPen() { + pad.minWidth = 3; + pad.maxWidth = 5; + pad.penColor = "rgb(255, 255, 255)"; + mask1.classList.add("penpad"); + mask1.classList.remove("eraserpad"); +} + +function SetBrush() { + pad.minWidth = 10; + pad.maxWidth = 15; + pad.penColor = "rgb(255, 255, 255)"; + mask1.classList.add("penpad"); + mask1.classList.remove("eraserpad"); +} + +function SetEraser() { + pad.minWidth = 10; + pad.maxWidth = 15; + pad.penColor = "rgb(0, 0, 0)"; + mask1.classList.remove("penpad"); + mask1.classList.add("eraserpad"); +} + +function ClearBtn() { + loadMask('blank.png', 'im1_mask'); +} + +async function setupPage() { + predictButton = document.getElementById('predict'); + canvas = document.getElementById('result'); + image1 = document.getElementById('im1'); + mask1 = document.getElementById('im1_mask'); + perf = document.getElementById('perf'); + predictButton.textContent = 'Loading...'; + loadMask('im3_mask.png', 'im1_mask'); + if (pad == null) pad = new SignaturePad(mask1); + SetPen(); + + try { + model = await tf.loadGraphModel('./model/model.json'); + } catch(e) { + predictButton.textContent = 'Error in loading model.'; + } + predictButton.textContent = 'Process'; + predictButton.disabled = false; +}; + +setupPage(); diff --git a/tensorflow_js_demo/model/group1-shard1of8.bin b/tensorflow_js_demo/model/group1-shard1of8.bin new file mode 100644 index 0000000..3187052 Binary files /dev/null and b/tensorflow_js_demo/model/group1-shard1of8.bin differ diff --git a/tensorflow_js_demo/model/group1-shard2of8.bin b/tensorflow_js_demo/model/group1-shard2of8.bin new file mode 100644 index 0000000..0e8f574 Binary files /dev/null and b/tensorflow_js_demo/model/group1-shard2of8.bin differ diff --git a/tensorflow_js_demo/model/group1-shard3of8.bin b/tensorflow_js_demo/model/group1-shard3of8.bin new file mode 100644 index 0000000..d1dade2 Binary files /dev/null and b/tensorflow_js_demo/model/group1-shard3of8.bin differ diff --git a/tensorflow_js_demo/model/group1-shard4of8.bin b/tensorflow_js_demo/model/group1-shard4of8.bin new file mode 100644 index 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