Installations
npm install @tensorflow-models/hand-pose-detectionDeveloper
Developer Guide
Module System
CommonJS
Min. Node Version
Typescript Support
Yes
Node Version
20.5.0
NPM Version
9.8.0
Statistics
14,144 Stars
932 Commits
4,348 Forks
276 Watching
378 Branches
140 Contributors
Updated on 28 Nov 2024
Languages
TypeScript (58.24%)
Jupyter Notebook (22.78%)
JavaScript (16.39%)
HTML (1.92%)
Shell (0.39%)
CSS (0.15%)
SCSS (0.14%)
Total Downloads
Cumulative downloads
Total Downloads
90,163
Last day
18.8%
247
Compared to previous day
Last week
-9.8%
981
Compared to previous week
Last month
17.5%
4,748
Compared to previous month
Last year
41.1%
42,125
Compared to previous year
Daily Downloads
Weekly Downloads
Monthly Downloads
Yearly Downloads
Peer Dependencies
4
Dev Dependencies
28
Pre-trained TensorFlow.js models
This repository hosts a set of pre-trained models that have been ported to TensorFlow.js.
The models are hosted on NPM and unpkg so they can be used in any project out of the box. They can be used directly or used in a transfer learning setting with TensorFlow.js.
To find out about APIs for models, look at the README in each of the respective directories. In general, we try to hide tensors so the API can be used by non-machine learning experts.
For those interested in contributing a model, please file a GitHub issue on tfjs to gauge interest. We are trying to add models that complement the existing set of models and can be used as building blocks in other apps.
Models
| Type | Model | Demo | Details | Install |
|---|---|---|---|---|
| Images | MobileNet | live | Classify images with labels from the ImageNet database. | npm i @tensorflow-models/mobilenet |
| source | ||||
Hand | live | Real-time hand pose detection in the browser using TensorFlow.js. | npm i @tensorflow-models/hand-pose-detection | |
| source | ||||
Pose | live | An API for real-time human pose detection in the browser. | npm i @tensorflow-models/pose-detection | |
| source | ||||
Coco SSD | Object detection model that aims to localize and identify multiple objects in a single image. Based on the TensorFlow object detection API. | npm i @tensorflow-models/coco-ssd | ||
| source | ||||
DeepLab v3 | Semantic segmentation | npm i @tensorflow-models/deeplab | ||
| source | ||||
Face Landmark Detection | live | Real-time 3D facial landmarks detection to infer the approximate surface geometry of a human face | npm i @tensorflow-models/face-landmarks-detection | |
| source | ||||
| Audio | Speech Commands | live | Classify 1 second audio snippets from the speech commands dataset. | npm i @tensorflow-models/speech-commands |
| source | ||||
| Text | Universal Sentence Encoder | Encode text into a 512-dimensional embedding to be used as inputs to natural language processing tasks such as sentiment classification and textual similarity. | npm i @tensorflow-models/universal-sentence-encoder | |
| source | ||||
Text Toxicity | live | Score the perceived impact a comment might have on a conversation, from "Very toxic" to "Very healthy". | npm i @tensorflow-models/toxicity | |
| source | ||||
| Depth Estimation | Portrait Depth | live | Estimate per-pixel depth (the distance to the camera center) for a single portrait image, which can be further used for creative applications such as 3D photo and relighting. | npm i @tensorflow-models/depth-estimation |
| source | ||||
| General Utilities | KNN Classifier | This package provides a utility for creating a classifier using the K-Nearest Neighbors algorithm. Can be used for transfer learning. | npm i @tensorflow-models/knn-classifier | |
| source |
Development
You can run the unit tests for any of the models by running the following inside a directory:
yarn test
New models should have a test NPM script (see this package.json and run_tests.ts helper for reference).
To run all of the tests, you can run the following command from the root of this repo:
yarn presubmit
No vulnerabilities found.
Reason
27 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Reason
all changesets reviewed
Reason
license file detected
Details
- Info: project has a license file: LICENSE:0
- Info: FSF or OSI recognized license: Apache License 2.0: LICENSE:0
Reason
no binaries found in the repo
Reason
SAST tool is not run on all commits -- score normalized to 9
Details
- Warn: 28 commits out of 30 are checked with a SAST tool
Reason
no effort to earn an OpenSSF best practices badge detected
Reason
security policy file not detected
Details
- Warn: no security policy file detected
- Warn: no security file to analyze
- Warn: no security file to analyze
- Warn: no security file to analyze
Reason
project is not fuzzed
Details
- Warn: no fuzzer integrations found
Reason
dependency not pinned by hash detected -- score normalized to 0
Details
- Warn: pipCommand not pinned by hash: deeplab/scripts/convert_deeplab.sh:188
- Info: 0 out of 1 pipCommand dependencies pinned
Reason
103 existing vulnerabilities detected
Details
- Warn: Project is vulnerable to: GHSA-v88g-cgmw-v5xw
- Warn: Project is vulnerable to: GHSA-93q8-gq69-wqmw
- Warn: Project is vulnerable to: GHSA-3xgq-45jj-v275
- Warn: Project is vulnerable to: GHSA-chwr-hf3w-c984
- Warn: Project is vulnerable to: GHSA-x3cc-x39p-42qx
- Warn: Project is vulnerable to: GHSA-f8q6-p94x-37v3
- Warn: Project is vulnerable to: GHSA-xvch-5gv4-984h
- Warn: Project is vulnerable to: GHSA-r683-j2x4-v87g
- Warn: Project is vulnerable to: GHSA-c2qf-rxjj-qqgw
- Warn: Project is vulnerable to: GHSA-j8xg-fqg3-53r7
- Warn: Project is vulnerable to: GHSA-gcx4-mw62-g8wm
- Warn: Project is vulnerable to: GHSA-hj48-42vr-x3v9
- Warn: Project is vulnerable to: GHSA-67hx-6x53-jw92
- Warn: Project is vulnerable to: GHSA-qwcr-r2fm-qrc7
- Warn: Project is vulnerable to: GHSA-grv7-fg5c-xmjg
- Warn: Project is vulnerable to: GHSA-x9w5-v3q2-3rhw
- Warn: Project is vulnerable to: GHSA-pxg6-pf52-xh8x
- Warn: Project is vulnerable to: GHSA-434g-2637-qmqr
- Warn: Project is vulnerable to: GHSA-49q7-c7j4-3p7m
- Warn: Project is vulnerable to: GHSA-977x-g7h5-7qgw
- Warn: Project is vulnerable to: GHSA-f7q4-pwc6-w24p
- Warn: Project is vulnerable to: GHSA-fc9h-whq2-v747
- Warn: Project is vulnerable to: GHSA-q9mw-68c2-j6m5
- Warn: Project is vulnerable to: GHSA-jchw-25xp-jwwc
- Warn: Project is vulnerable to: GHSA-cxjh-pqwp-8mfp
- Warn: Project is vulnerable to: GHSA-25hc-qcg6-38wj
- Warn: Project is vulnerable to: GHSA-cqmj-92xf-r6r9
- Warn: Project is vulnerable to: GHSA-3h5v-q93c-6h6q
- Warn: Project is vulnerable to: GHSA-w573-4hg7-7wgq
- Warn: Project is vulnerable to: GHSA-9c47-m6qq-7p4h
- Warn: Project is vulnerable to: GHSA-952p-6rrq-rcjv
- Warn: Project is vulnerable to: GHSA-5rrq-pxf6-6jx5
- Warn: Project is vulnerable to: GHSA-8fr3-hfg3-gpgp
- Warn: Project is vulnerable to: GHSA-gf8q-jrpm-jvxq
- Warn: Project is vulnerable to: GHSA-2r2c-g63r-vccr
- Warn: Project is vulnerable to: GHSA-cfm4-qjh2-4765
- Warn: Project is vulnerable to: GHSA-x4jg-mjrx-434g
- Warn: Project is vulnerable to: GHSA-rp65-9cf3-cjxr
- Warn: Project is vulnerable to: GHSA-566m-qj78-rww5
- Warn: Project is vulnerable to: GHSA-7fh5-64p2-3v2j
- Warn: Project is vulnerable to: GHSA-hwj9-h5mp-3pm3
- Warn: Project is vulnerable to: GHSA-hrpp-h998-j3pp
- Warn: Project is vulnerable to: GHSA-p8p7-x288-28g6
- Warn: Project is vulnerable to: GHSA-m6fv-jmcg-4jfg
- Warn: Project is vulnerable to: GHSA-cm22-4g7w-348p
- Warn: Project is vulnerable to: GHSA-4wf5-vphf-c2xc
- Warn: Project is vulnerable to: GHSA-fq6p-x6j3-cmmq
- Warn: Project is vulnerable to: GHSA-72xf-g2v4-qvf3
- Warn: Project is vulnerable to: GHSA-r7qp-cfhv-p84w
- Warn: Project is vulnerable to: GHSA-pw2r-vq6v-hr8c
- Warn: Project is vulnerable to: GHSA-7x7c-qm48-pq9c
- Warn: Project is vulnerable to: GHSA-rc3x-jf5g-xvc5
- Warn: Project is vulnerable to: GHSA-fhg7-m89q-25r3
- Warn: Project is vulnerable to: GHSA-w8qv-6jwh-64r5
- Warn: Project is vulnerable to: GHSA-896r-f27r-55mw
- Warn: Project is vulnerable to: GHSA-6fc8-4gx4-v693
- Warn: Project is vulnerable to: GHSA-fwr7-v2mv-hh25
- Warn: Project is vulnerable to: GHSA-whgm-jr23-g3j9
- Warn: Project is vulnerable to: GHSA-q8pj-2vqx-8ggc
- Warn: Project is vulnerable to: GHSA-273r-mgr4-v34f
- Warn: Project is vulnerable to: GHSA-6h5x-7c5m-7cr7
- Warn: Project is vulnerable to: GHSA-rv95-896h-c2vc
- Warn: Project is vulnerable to: GHSA-qw6h-vgh9-j6wx
- Warn: Project is vulnerable to: GHSA-74fj-2j2h-c42q
- Warn: Project is vulnerable to: GHSA-rc47-6667-2j5j
- Warn: Project is vulnerable to: GHSA-c7qv-q95q-8v27
- Warn: Project is vulnerable to: GHSA-78xj-cgh5-2h22
- Warn: Project is vulnerable to: GHSA-2p57-rm9w-gvfp
- Warn: Project is vulnerable to: GHSA-76p3-8jx3-jpfq
- Warn: Project is vulnerable to: GHSA-3rfm-jhwj-7488
- Warn: Project is vulnerable to: GHSA-hhq3-ff78-jv3g
- Warn: Project is vulnerable to: GHSA-82v2-mx6x-wq7q
- Warn: Project is vulnerable to: GHSA-qrpm-p2h7-hrv2
- Warn: Project is vulnerable to: GHSA-9wv6-86v2-598j
- Warn: Project is vulnerable to: GHSA-3jfq-g458-7qm9
- Warn: Project is vulnerable to: GHSA-r628-mhmh-qjhw
- Warn: Project is vulnerable to: GHSA-9r2w-394v-53qc
- Warn: Project is vulnerable to: GHSA-5955-9wpr-37jh
- Warn: Project is vulnerable to: GHSA-qq89-hq3f-393p
- Warn: Project is vulnerable to: GHSA-f5x3-32g6-xq36
- Warn: Project is vulnerable to: GHSA-hh27-ffr2-f2jc
- Warn: Project is vulnerable to: GHSA-rqff-837h-mm52
- Warn: Project is vulnerable to: GHSA-8v38-pw62-9cw2
- Warn: Project is vulnerable to: GHSA-hgjh-723h-mx2j
- Warn: Project is vulnerable to: GHSA-jf5r-8hm2-f872
- Warn: Project is vulnerable to: GHSA-hc6q-2mpp-qw7j
- Warn: Project is vulnerable to: GHSA-4vvj-4cpr-p986
- Warn: Project is vulnerable to: GHSA-wr3j-pwj9-hqq6
- Warn: Project is vulnerable to: GHSA-pfrx-2q88-qq97
- Warn: Project is vulnerable to: GHSA-jf85-cpcp-j695
- Warn: Project is vulnerable to: GHSA-fvqr-27wr-82fm
- Warn: Project is vulnerable to: GHSA-4xc9-xhrj-v574
- Warn: Project is vulnerable to: GHSA-x5rq-j2xg-h7qm
- Warn: Project is vulnerable to: GHSA-p6mc-m468-83gw
- Warn: Project is vulnerable to: GHSA-29mw-wpgm-hmr9
- Warn: Project is vulnerable to: GHSA-35jh-r3h4-6jhm
- Warn: Project is vulnerable to: GHSA-hxcc-f52p-wc94
- Warn: Project is vulnerable to: GHSA-7r28-3m3f-r2pr
- Warn: Project is vulnerable to: GHSA-r8j5-h5cx-65gg
- Warn: Project is vulnerable to: GHSA-w7rc-rwvf-8q5r
- Warn: Project is vulnerable to: GHSA-36jr-mh4h-2g58
- Warn: Project is vulnerable to: GHSA-4rq4-32rv-6wp6
- Warn: Project is vulnerable to: GHSA-64g7-mvw6-v9qj
Score
5.4
/10
Last Scanned on 2024-11-18
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