diff --git a/CHANGELOG.md b/CHANGELOG.md
index 0b52ac54..2d942256 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -9,7 +9,10 @@
## Changelog
-### **HEAD -> main** 2022/04/11 mandic00@live.com
+### **HEAD -> main** 2022/04/14 mandic00@live.com
+
+
+### **origin/main** 2022/04/11 mandic00@live.com
- face attention model is available in human-models
- beta release 2.7
diff --git a/TODO.md b/TODO.md
index 65487fbb..79d16580 100644
--- a/TODO.md
+++ b/TODO.md
@@ -2,7 +2,18 @@
## Work in Progress
-
+Release 2.7:
+- add MediaPipe FaceMesh attention model
+ model is available in @vladmandic/human-models repository
+ to enable, set `config.face.attention = true`
+ model replaces iris and eyes keypoints with high-detailed ones
+ and adds additional keypoints for lips
+- changed default face crop from 120% to 140%
+ to better utilize caching between frames
+- refactor draw methods into separate modules
+- add **ElectronJS** demo
+ see
+- update build platform and dependencies
### Exploring
diff --git a/package.json b/package.json
index 07d7d345..b687829f 100644
--- a/package.json
+++ b/package.json
@@ -53,7 +53,7 @@
"tensorflow"
],
"devDependencies": {
- "@microsoft/api-extractor": "^7.21.2",
+ "@microsoft/api-extractor": "^7.22.1",
"@tensorflow/tfjs": "^3.15.0",
"@tensorflow/tfjs-backend-cpu": "^3.15.0",
"@tensorflow/tfjs-backend-wasm": "^3.15.0",
@@ -65,16 +65,16 @@
"@tensorflow/tfjs-layers": "^3.15.0",
"@tensorflow/tfjs-node": "^3.15.0",
"@tensorflow/tfjs-node-gpu": "^3.15.0",
- "@types/node": "^17.0.23",
+ "@types/node": "^17.0.24",
"@types/offscreencanvas": "^2019.6.4",
- "@typescript-eslint/eslint-plugin": "^5.18.0",
- "@typescript-eslint/parser": "^5.18.0",
+ "@typescript-eslint/eslint-plugin": "^5.19.0",
+ "@typescript-eslint/parser": "^5.19.0",
"@vladmandic/build": "^0.7.2",
"@vladmandic/pilogger": "^0.4.4",
"@vladmandic/tfjs": "github:vladmandic/tfjs",
"canvas": "^2.9.1",
"dayjs": "^1.11.0",
- "esbuild": "^0.14.34",
+ "esbuild": "^0.14.36",
"eslint": "8.13.0",
"eslint-config-airbnb-base": "^15.0.0",
"eslint-plugin-html": "^6.2.0",
diff --git a/test/build.log b/test/build.log
index fe806b6e..226a8fe7 100644
--- a/test/build.log
+++ b/test/build.log
@@ -1,24 +1,24 @@
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-2022-04-14 11:39:30 [36mINFO: [39m Build: {"profile":"production","steps":["clean","compile","typings","typedoc","lint","changelog"]}
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-2022-04-14 11:39:30 [35mSTATE:[39m Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":72,"inputBytes":572721,"outputBytes":295403}
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-2022-04-14 11:39:30 [35mSTATE:[39m Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":72,"inputBytes":572773,"outputBytes":295453}
-2022-04-14 11:39:30 [35mSTATE:[39m Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1063,"outputBytes":394}
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-2022-04-14 11:39:48 [35mSTATE:[39m ChangeLog: {"repository":"https://github.com/vladmandic/human","branch":"main","output":"CHANGELOG.md"}
-2022-04-14 11:39:48 [36mINFO: [39m Done...
+2022-04-14 11:54:20 [36mINFO: [39m Application: {"name":"@vladmandic/human","version":"2.7.0"}
+2022-04-14 11:54:20 [36mINFO: [39m Environment: {"profile":"production","config":".build.json","package":"package.json","tsconfig":true,"eslintrc":true,"git":true}
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+2022-04-14 11:54:20 [35mSTATE:[39m Compile: {"name":"tfjs/nodejs/cpu","format":"cjs","platform":"node","input":"tfjs/tf-node.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":102,"outputBytes":595}
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+2022-04-14 11:54:21 [35mSTATE:[39m Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":72,"inputBytes":572773,"outputBytes":295453}
+2022-04-14 11:54:21 [35mSTATE:[39m Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1063,"outputBytes":394}
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+2022-04-14 11:54:21 [35mSTATE:[39m Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":72,"inputBytes":1921986,"outputBytes":2123758}
+2022-04-14 11:54:27 [35mSTATE:[39m Typings: {"input":"src/human.ts","output":"types/lib","files":114}
+2022-04-14 11:54:28 [35mSTATE:[39m TypeDoc: {"input":"src/human.ts","output":"typedoc","objects":73,"generated":true}
+2022-04-14 11:54:28 [35mSTATE:[39m Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":5916,"outputBytes":2957}
+2022-04-14 11:54:28 [35mSTATE:[39m Compile: {"name":"demo/faceid","format":"esm","platform":"browser","input":"demo/faceid/index.ts","output":"demo/faceid/index.js","files":2,"inputBytes":15174,"outputBytes":7820}
+2022-04-14 11:54:37 [35mSTATE:[39m Lint: {"locations":["*.json","src/**/*.ts","test/**/*.js","demo/**/*.js"],"files":104,"errors":0,"warnings":0}
+2022-04-14 11:54:37 [35mSTATE:[39m ChangeLog: {"repository":"https://github.com/vladmandic/human","branch":"main","output":"CHANGELOG.md"}
+2022-04-14 11:54:37 [36mINFO: [39m Done...
diff --git a/test/test.log b/test/test.log
index 741066bc..91bbbc2e 100644
--- a/test/test.log
+++ b/test/test.log
@@ -1,684 +1,684 @@
-2022-04-14 11:46:16 [36mINFO: [39m @vladmandic/human version 2.7.0
-2022-04-14 11:46:16 [36mINFO: [39m User: vlado Platform: linux Arch: x64 Node: v17.4.0
-2022-04-14 11:46:16 [36mINFO: [39m tests: ["test-node.js","test-node-gpu.js","test-node-wasm.js"]
-2022-04-14 11:46:16 [36mINFO: [39m demos: ["../demo/nodejs/node.js","../demo/nodejs/node-canvas.js","../demo/nodejs/node-env.js","../demo/nodejs/node-event.js","../demo/nodejs/node-multiprocess.js"]
-2022-04-14 11:46:16 [36mINFO: [39m
-2022-04-14 11:46:16 [36mINFO: [39m test-node.js start
-2022-04-14 11:46:16 [36mINFO: [39m test-node.js test: configuration validation
-2022-04-14 11:46:16 [35mSTATE:[39m test-node.js passed: configuration default validation []
-2022-04-14 11:46:16 [35mSTATE:[39m test-node.js passed: configuration invalid validation [{"reason":"unknown property","where":"config.invalid = true"}]
-2022-04-14 11:46:16 [36mINFO: [39m test-node.js test: model load
-2022-04-14 11:46:17 [35mSTATE:[39m test-node.js passed: models loaded 22 12 [{"name":"ssrnetage","loaded":false},{"name":"gear","loaded":false},{"name":"blazeposedetect","loaded":false},{"name":"blazepose","loaded":false},{"name":"centernet","loaded":true},{"name":"efficientpose","loaded":false},{"name":"mobilefacenet","loaded":false},{"name":"emotion","loaded":true},{"name":"facedetect","loaded":true},{"name":"faceiris","loaded":true},{"name":"facemesh","loaded":true},{"name":"faceres","loaded":true},{"name":"ssrnetgender","loaded":false},{"name":"handpose","loaded":false},{"name":"handskeleton","loaded":true},{"name":"handtrack","loaded":true},{"name":"liveness","loaded":true},{"name":"movenet","loaded":true},{"name":"nanodet","loaded":false},{"name":"posenet","loaded":false},{"name":"segmentation","loaded":true},{"name":"antispoof","loaded":true}]
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-2022-04-14 11:46:17 [36mINFO: [39m test-node.js platform: linux x64 agent: NodeJS v17.4.0
-2022-04-14 11:46:17 [36mINFO: [39m test-node.js tfjs version: 3.15.0
-2022-04-14 11:46:17 [36mINFO: [39m test-node.js tensorflow binding version: 2.7.0-dev20211101
-2022-04-14 11:46:17 [35mSTATE:[39m test-node.js passed: set backend: tensorflow
-2022-04-14 11:46:17 [35mSTATE:[39m test-node.js tensors 1919
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-2022-04-14 11:46:17 [35mSTATE:[39m test-node.js result: defined models: 22 loaded models: 12
-2022-04-14 11:46:17 [35mSTATE:[39m test-node.js passed: warmup: none default
-2022-04-14 11:46:17 [32mDATA: [39m test-node.js result: face: 0 body: 0 hand: 0 gesture: 0 object: 0 person: 0 {} {} {}
-2022-04-14 11:46:17 [32mDATA: [39m test-node.js result: performance: load: null total: null
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-2022-04-14 11:46:17 [32mDATA: [39m test-node.js result: face: 1 body: 1 hand: 1 gesture: 7 object: 1 person: 1 {"score":1,"age":23.5,"gender":"female"} {"score":0.82,"class":"person"} {"score":0.42,"keypoints":4}
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-2022-04-14 11:46:17 [36mINFO: [39m test-node.js test: details verification
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-2022-04-14 11:46:18 [35mSTATE:[39m test-node.js passed: detect: samples/in/ai-body.jpg default
-2022-04-14 11:46:18 [32mDATA: [39m test-node.js result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17}
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-2022-04-14 11:46:18 [35mSTATE:[39m test-node.js passed: details face score 1 0.93 1
-2022-04-14 11:46:18 [35mSTATE:[39m test-node.js passed: details face age/gender 23.7 female 0.97 73.26
-2022-04-14 11:46:18 [35mSTATE:[39m test-node.js passed: details face arrays 4 478 1024
-2022-04-14 11:46:18 [35mSTATE:[39m test-node.js passed: details face emotion 2 {"score":0.59,"emotion":"angry"}
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-2022-04-14 11:46:18 [35mSTATE:[39m test-node.js passed: details body length 1
-2022-04-14 11:46:18 [35mSTATE:[39m test-node.js passed: details body 0.92 17 6
-2022-04-14 11:46:18 [35mSTATE:[39m test-node.js passed: details hand length 1
-2022-04-14 11:46:18 [35mSTATE:[39m test-node.js passed: details hand 0.51 0.73 point
-2022-04-14 11:46:18 [35mSTATE:[39m test-node.js passed: details hand arrays 21 5 7
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-2022-04-14 11:46:18 [35mSTATE:[39m test-node.js passed: details object 0.72 person
-2022-04-14 11:46:18 [35mSTATE:[39m test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,4] {"checksum":1371996928}
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-2022-04-14 11:46:18 [35mSTATE:[39m test-node.js passed: load image: samples/in/ai-body.jpg [1200,1200,4] {"checksum":1371996928}
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-2022-04-14 11:46:19 [35mSTATE:[39m test-node.js event: detect
-2022-04-14 11:46:19 [35mSTATE:[39m test-node.js passed: tensor shape: [1200,1200,4] dtype: float32
-2022-04-14 11:46:19 [35mSTATE:[39m test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864}
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-2022-04-14 11:46:19 [35mSTATE:[39m test-node.js passed: load image: samples/in/ai-body.jpg [1200,1200,3] {"checksum":1004796864}
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-2022-04-14 11:46:20 [35mSTATE:[39m test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,4] {"checksum":1371996871}
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-2022-04-14 11:46:20 [36mINFO: [39m test-node.js test default
-2022-04-14 11:46:20 [35mSTATE:[39m test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864}
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-2022-04-14 11:46:20 [35mSTATE:[39m test-node.js passed: detect: samples/in/ai-body.jpg default
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-2022-04-14 11:46:30 [35mSTATE:[39m test-node-gpu.js passed: details face age/gender 23.7 female 0.97 73.26
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