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authorRadamés Ajna <radamajna@gmail.com>2023-10-02 15:33:46 -0700
committerGitHub <noreply@github.com>2023-10-02 23:33:46 +0100
commit65825e724013304e4b4664a9edfce1b356cd0e40 (patch)
tree199040ed0bac80c9399a41f69e43ecb32f4c8f29 /candle-wasm-examples/segment-anything
parent7670fe7d1fa5cacda72c1ab201c5cc34d871ee46 (diff)
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[SAM] Add undo button and background point mode (#1020)
* [SAM] Add undo button and background point mode * [SAM] remove pts on near clicks * [SAM] check shiftKey toggle point mode * [SAM] clear points when clearing image
Diffstat (limited to 'candle-wasm-examples/segment-anything')
-rw-r--r--candle-wasm-examples/segment-anything/lib-example.html226
1 files changed, 165 insertions, 61 deletions
diff --git a/candle-wasm-examples/segment-anything/lib-example.html b/candle-wasm-examples/segment-anything/lib-example.html
index 6684f1a1..adcd02ab 100644
--- a/candle-wasm-examples/segment-anything/lib-example.html
+++ b/candle-wasm-examples/segment-anything/lib-example.html
@@ -33,7 +33,6 @@
url: "sam_vit_b_01ec64.safetensors",
},
};
- let pointArr = []
const samWorker = new Worker("./samWorker.js", { type: "module" });
async function segmentPoints(
@@ -75,6 +74,8 @@
}
const clearBtn = document.querySelector("#clear-btn");
+ const maskBtn = document.querySelector("#mask-btn");
+ const undoBtn = document.querySelector("#undo-btn");
const canvas = document.querySelector("#canvas");
const mask = document.querySelector("#mask");
const ctxCanvas = canvas.getContext("2d");
@@ -87,13 +88,14 @@
const statusOutput = document.querySelector("#output-status");
//add event listener to file input
- fileUpload.addEventListener("change", (e) => {
+ fileUpload.addEventListener("input", (e) => {
const target = e.target;
if (target.files.length > 0) {
const href = URL.createObjectURL(target.files[0]);
- cleanImageCanvas();
+ clearImageCanvas();
drawImageCanvas(href);
setImageEmbeddings(href);
+ togglePointMode(false);
}
});
// add event listener to drop-area
@@ -116,13 +118,15 @@
if (files.length > 0) {
const href = URL.createObjectURL(files[0]);
- cleanImageCanvas();
+ clearImageCanvas();
drawImageCanvas(href);
setImageEmbeddings(href);
+ togglePointMode(false);
} else if (url) {
- cleanImageCanvas();
+ clearImageCanvas();
drawImageCanvas(url);
setImageEmbeddings(url);
+ togglePointMode(false);
}
});
@@ -130,6 +134,8 @@
let isSegmenting = false;
let isEmbedding = false;
let currentImageURL = "";
+ let pointArr = [];
+ let bgPointMode = false;
//add event listener to image examples
imagesExamples.addEventListener("click", (e) => {
if (isEmbedding || isSegmenting) {
@@ -138,31 +144,91 @@
const target = e.target;
if (target.nodeName === "IMG") {
const href = target.src;
- cleanImageCanvas();
+ clearImageCanvas();
drawImageCanvas(href);
setImageEmbeddings(href);
}
});
+ //add event listener to mask button
+ maskBtn.addEventListener("click", () => {
+ togglePointMode();
+ });
//add event listener to clear button
clearBtn.addEventListener("click", () => {
- cleanImageCanvas();
- pointArr = []
+ clearImageCanvas();
+ togglePointMode(false);
+ pointArr = [];
+ });
+ //add event listener to undo button
+ undoBtn.addEventListener("click", () => {
+ undoPoint();
});
//add click event to canvas
canvas.addEventListener("click", async (event) => {
if (!hasImage || isEmbedding || isSegmenting) {
return;
}
+ const backgroundMode = event.shiftKey ? bgPointMode^event.shiftKey : bgPointMode;
const targetBox = event.target.getBoundingClientRect();
const x = (event.clientX - targetBox.left) / targetBox.width;
const y = (event.clientY - targetBox.top) / targetBox.height;
+ const ptsToRemove = [];
+ for (const [idx, pts] of pointArr.entries()) {
+ const d = Math.sqrt((pts[0] - x) ** 2 + (pts[1] - y) ** 2);
+ if (d < 6 / targetBox.width) {
+ ptsToRemove.push(idx);
+ }
+ }
+ if (ptsToRemove.length > 0) {
+ pointArr = pointArr.filter((_, idx) => !ptsToRemove.includes(idx));
+ } else {
+ pointArr = [...pointArr, [x, y, !backgroundMode]];
+ }
+ undoBtn.disabled = false;
+ if (pointArr.length == 0) {
+ ctxMask.clearRect(0, 0, canvas.width, canvas.height);
+ undoBtn.disabled = true;
+ return;
+ }
isSegmenting = true;
- pointArr = [...pointArr, [ x, y , true ]]
const { maskURL } = await getSegmentationMask(pointArr);
isSegmenting = false;
- drawMask(maskURL);
+ drawMask(maskURL, pointArr);
});
+ async function undoPoint() {
+ if (!hasImage || isEmbedding || isSegmenting) {
+ return;
+ }
+ if (pointArr.length === 0) {
+ return;
+ }
+ pointArr.pop();
+ if (pointArr.length === 0) {
+ ctxMask.clearRect(0, 0, canvas.width, canvas.height);
+ undoBtn.disabled = true;
+ return;
+ }
+ isSegmenting = true;
+ const { maskURL } = await getSegmentationMask(pointArr);
+ isSegmenting = false;
+ drawMask(maskURL, pointArr);
+ }
+ function togglePointMode(mode) {
+ bgPointMode = mode === undefined ? !bgPointMode : mode;
+
+ maskBtn.querySelector("span").innerText = bgPointMode
+ ? "Background Point"
+ : "Mask Point";
+ if (bgPointMode) {
+ maskBtn.querySelector("#mask-circle").setAttribute("hidden", "");
+ maskBtn.querySelector("#unmask-circle").removeAttribute("hidden");
+ } else {
+ maskBtn.querySelector("#mask-circle").removeAttribute("hidden");
+ maskBtn.querySelector("#unmask-circle").setAttribute("hidden", "");
+ }
+ }
+
async function getSegmentationMask(points) {
const modelID = modelSelection.value;
const modelURL = MODEL_BASEURL + MODELS[modelID].url;
@@ -193,18 +259,19 @@
currentImageURL = imageURL;
}
- function cleanImageCanvas() {
+ function clearImageCanvas() {
ctxCanvas.clearRect(0, 0, canvas.width, canvas.height);
ctxMask.clearRect(0, 0, canvas.width, canvas.height);
hasImage = false;
isEmbedding = false;
isSegmenting = false;
currentImageURL = "";
- clearBtn.classList.add("invisible");
+ pointArr = [];
+ clearBtn.disabled = true;
canvas.parentElement.style.height = "auto";
dropButtons.classList.remove("invisible");
}
- function drawMask(maskURL) {
+ function drawMask(maskURL, points) {
if (!maskURL) {
throw new Error("No mask URL provided");
}
@@ -215,12 +282,31 @@
img.onload = () => {
mask.width = canvas.width;
mask.height = canvas.height;
+ ctxMask.save();
ctxMask.drawImage(canvas, 0, 0);
ctxMask.globalCompositeOperation = "source-atop";
ctxMask.fillStyle = "rgba(255, 0, 0, 0.6)";
ctxMask.fillRect(0, 0, canvas.width, canvas.height);
ctxMask.globalCompositeOperation = "destination-in";
ctxMask.drawImage(img, 0, 0);
+ ctxMask.globalCompositeOperation = "source-over";
+ for (const pt of points) {
+ if (pt[2]) {
+ ctxMask.fillStyle = "rgba(0, 255, 255, 1)";
+ } else {
+ ctxMask.fillStyle = "rgba(255, 255, 0, 1)";
+ }
+ ctxMask.beginPath();
+ ctxMask.arc(
+ pt[0] * canvas.width,
+ pt[1] * canvas.height,
+ 3,
+ 0,
+ 2 * Math.PI
+ );
+ ctxMask.fill();
+ }
+ ctxMask.restore();
};
img.src = maskURL;
}
@@ -241,7 +327,7 @@
ctxCanvas.drawImage(img, 0, 0);
canvas.parentElement.style.height = canvas.offsetHeight + "px";
hasImage = true;
- clearBtn.classList.remove("invisible");
+ clearBtn.disabled = false;
dropButtons.classList.add("invisible");
};
img.src = imgURL;
@@ -290,8 +376,7 @@
<label for="model" class="font-medium">Models Options: </label>
<select
id="model"
- class="border-2 border-gray-500 rounded-md font-light"
- >
+ class="border-2 border-gray-500 rounded-md font-light">
<option value="sam_mobile_tiny" selected>
Mobile SAM Tiny (40.6 MB)
</option>
@@ -306,55 +391,82 @@
subsequent clicks on points will be significantly faster.
</p>
</div>
- <div class="relative max-w-lg">
+ <div class="relative max-w-2xl">
<div class="flex justify-between items-center">
<div class="px-2 rounded-md inline text-xs">
<span id="output-status" class="m-auto font-light"></span>
</div>
- <button
- id="clear-btn"
- class="text-xs bg-white rounded-md disabled:opacity-50 flex gap-1 items-center invisible"
- >
- <svg
- class=""
- xmlns="http://www.w3.org/2000/svg"
- viewBox="0 0 13 12"
- height="1em"
- >
- <path
- d="M1.6.7 12 11.1M12 .7 1.6 11.1"
- stroke="#2E3036"
- stroke-width="2"
- />
- </svg>
- Clear image
- </button>
+ <div class="flex gap-2">
+ <button
+ id="mask-btn"
+ title="Toggle Mask Point and Background Point"
+ class="text-xs bg-white rounded-md disabled:opacity-50 flex gap-1 items-center">
+ <span>Mask Point</span>
+ <svg
+ xmlns="http://www.w3.org/2000/svg"
+ height="1em"
+ viewBox="0 0 512 512">
+ <path
+ id="mask-circle"
+ d="M256 512a256 256 0 1 0 0-512 256 256 0 1 0 0 512z" />
+ <path
+ id="unmask-circle"
+ hidden
+ d="M464 256a208 208 0 1 0-416 0 208 208 0 1 0 416 0zM0 256a256 256 0 1 1 512 0 256 256 0 1 1-512 0z" />
+ </svg>
+ </button>
+ <button
+ id="undo-btn"
+ disabled
+ title="Undo Last Point"
+ class="text-xs bg-white rounded-md disabled:opacity-50 flex gap-1 items-center">
+ <svg
+ xmlns="http://www.w3.org/2000/svg"
+ height="1em"
+ viewBox="0 0 512 512">
+ <path
+ d="M48.5 224H40a24 24 0 0 1-24-24V72a24 24 0 0 1 41-17l41.6 41.6a224 224 0 1 1-1 317.8 32 32 0 0 1 45.3-45.3 160 160 0 1 0 1-227.3L185 183a24 24 0 0 1-17 41H48.5z" />
+ </svg>
+ </button>
+
+ <button
+ id="clear-btn"
+ disabled
+ title="Clear Image"
+ class="text-xs bg-white rounded-md disabled:opacity-50 flex gap-1 items-center">
+ <svg
+ class=""
+ xmlns="http://www.w3.org/2000/svg"
+ viewBox="0 0 13 12"
+ height="1em">
+ <path
+ d="M1.6.7 12 11.1M12 .7 1.6 11.1"
+ stroke="#2E3036"
+ stroke-width="2" />
+ </svg>
+ </button>
+ </div>
</div>
<div
id="drop-area"
- class="flex flex-col items-center justify-center border-2 border-gray-300 border-dashed rounded-xl relative p-20 w-full overflow-hidden"
- >
+ class="flex flex-col items-center justify-center border-2 border-gray-300 border-dashed rounded-xl relative p-20 w-full overflow-hidden">
<div
id="drop-buttons"
- class="flex flex-col items-center justify-center space-y-1 text-center relative z-10"
- >
+ class="flex flex-col items-center justify-center space-y-1 text-center relative z-10">
<svg
width="25"
height="25"
viewBox="0 0 25 25"
fill="none"
- xmlns="http://www.w3.org/2000/svg"
- >
+ xmlns="http://www.w3.org/2000/svg">
<path
d="M3.5 24.3a3 3 0 0 1-1.9-.8c-.5-.5-.8-1.2-.8-1.9V2.9c0-.7.3-1.3.8-1.9.6-.5 1.2-.7 2-.7h18.6c.7 0 1.3.2 1.9.7.5.6.7 1.2.7 2v18.6c0 .7-.2 1.4-.7 1.9a3 3 0 0 1-2 .8H3.6Zm0-2.7h18.7V2.9H3.5v18.7Zm2.7-2.7h13.3c.3 0 .5 0 .6-.3v-.7l-3.7-5a.6.6 0 0 0-.6-.2c-.2 0-.4 0-.5.3l-3.5 4.6-2.4-3.3a.6.6 0 0 0-.6-.3c-.2 0-.4.1-.5.3l-2.7 3.6c-.1.2-.2.4 0 .7.1.2.3.3.6.3Z"
- fill="#000"
- />
+ fill="#000" />
</svg>
<div class="flex text-sm text-gray-600">
<label
for="file-upload"
- class="relative cursor-pointer bg-white rounded-md font-medium text-blue-950 hover:text-blue-700"
- >
+ class="relative cursor-pointer bg-white rounded-md font-medium text-blue-950 hover:text-blue-700">
<span>Drag and drop your image here</span>
<span class="block text-xs">or</span>
<span class="block text-xs">Click to upload</span>
@@ -364,45 +476,37 @@
id="file-upload"
name="file-upload"
type="file"
- class="sr-only"
- />
+ class="sr-only" />
</div>
<canvas id="canvas" class="absolute w-full"></canvas>
<canvas
id="mask"
- class="pointer-events-none absolute w-full"
- ></canvas>
+ class="pointer-events-none absolute w-full"></canvas>
</div>
<div class="text-right py-2">
<button
id="share-btn"
- class="bg-white rounded-md hover:outline outline-orange-200 disabled:opacity-50 invisible"
- >
+ class="bg-white rounded-md hover:outline outline-orange-200 disabled:opacity-50 invisible">
<img
- src="https://huggingface.co/datasets/huggingface/badges/raw/main/share-to-community-sm.svg"
- />
+ src="https://huggingface.co/datasets/huggingface/badges/raw/main/share-to-community-sm.svg" />
</button>
</div>
</div>
<div>
<div
class="flex gap-3 items-center overflow-x-scroll"
- id="image-select"
- >
+ id="image-select">
<h3 class="font-medium">Examples:</h3>
<img
src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/candle/examples/sf.jpg"
- class="cursor-pointer w-24 h-24 object-cover"
- />
+ class="cursor-pointer w-24 h-24 object-cover" />
<img
src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/candle/examples/bike.jpeg"
- class="cursor-pointer w-24 h-24 object-cover"
- />
+ class="cursor-pointer w-24 h-24 object-cover" />
<img
src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/candle/examples/000000000077.jpg"
- class="cursor-pointer w-24 h-24 object-cover"
- />
+ class="cursor-pointer w-24 h-24 object-cover" />
</div>
</div>
</main>