{"id":13862672,"url":"https://github.com/singnet/dnn-model-services","last_synced_at":"2025-07-14T13:32:04.705Z","repository":{"id":37602522,"uuid":"144040790","full_name":"singnet/dnn-model-services","owner":"singnet","description":" A collection of SingularityNET services using third party DNN models.","archived":false,"fork":false,"pushed_at":"2023-05-22T21:39:03.000Z","size":14916,"stargazers_count":27,"open_issues_count":31,"forks_count":19,"subscribers_count":8,"default_branch":"master","last_synced_at":"2024-11-22T23:32:05.571Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/singnet.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null}},"created_at":"2018-08-08T16:33:59.000Z","updated_at":"2024-08-08T09:08:28.000Z","dependencies_parsed_at":"2024-04-13T17:04:08.154Z","dependency_job_id":"d6d27ead-16c8-418a-91b9-c92300122671","html_url":"https://github.com/singnet/dnn-model-services","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/singnet/dnn-model-services","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/singnet%2Fdnn-model-services","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/singnet%2Fdnn-model-services/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/singnet%2Fdnn-model-services/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/singnet%2Fdnn-model-services/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/singnet","download_url":"https://codeload.github.com/singnet/dnn-model-services/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/singnet%2Fdnn-model-services/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":265297479,"owners_count":23742586,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2024-08-05T06:01:49.781Z","updated_at":"2025-07-14T13:32:04.092Z","avatar_url":"https://github.com/singnet.png","language":"Python","funding_links":[],"categories":["Python"],"sub_categories":[],"readme":"[issue-template]: ../../issues/new?template=BUG_REPORT.md\n[feature-template]: ../../issues/new?template=FEATURE_REQUEST.md\n\n![singnetlogo](docs/assets/singnet-logo.jpg 'SingularityNET')\n\n[![CircleCI](https://circleci.com/gh/singnet/dnn-model-services.svg?style=svg)](https://circleci.com/gh/singnet/dnn-model-services)\n\n# Third Party Deep Neural Networks Model Services\n\nA collection of services using third party DNN models.\n\n[HTML User's Guide Hub](https://singnet.github.io/dnn-model-services/)\n\n\n## Getting Started\n\nFor more details on how to publish and test a service, select it from the list below:\n\n### Audio:\n- [real-time-voice-cloning](services/real-time-voice-cloning) ([User's Guide](docs/users_guide/real-time-voice-cloning.md)) - This service uses Real-Time-Voice-Cloning to clone a voice from a 5 seconds audio file to generate arbitrary speech in real-time. [[Reference](https://github.com/CorentinJ/Real-Time-Voice-Cloning)]\n- [sound-spleeter](services/sound-spleeter) ([User's Guide](docs/users_guide/sound-spleeter.md)) - This service uses Deezer's Spleeter to perform source separation on audio files. [[Reference](https://github.com/deezer/spleeter)]\n    ```\n     @misc{spleeter2019,\n       title={Spleeter: A Fast And State-of-the Art Music Source Separation Tool With Pre-trained Models},\n       author={Romain Hennequin and Anis Khlif and Felix Voituret and Manuel Moussallam},\n       howpublished={Late-Breaking/Demo ISMIR 2019},\n       month={November},\n       note={Deezer Research},\n       year={2019}\n     }\n    ```\n\n\n### Images:\n- [cntk-image-recon](services/cntk-image-recon) ([User's Guide](docs/users_guide/cntk-image-recon.md)) - This service uses ResNet152 model, trained to recognize different types of flowers and dog breeds. [[Reference](https://cntk.ai/pythondocs/CNTK_301_Image_Recognition_with_Deep_Transfer_Learning.html)]\n- [deepfakes-faceswap](services/deepfakes-faceswap) ([User's Guide](docs/users_guide/deepfakes-faceswap.md)) - This service uses the Deepfakes Faceswap, trained on two input videos A and B, to perform face swapping on videos. [[Reference](https://github.com/deepfakes/faceswap)]\n- [deoldify-colorizer](services/deoldify-colorizer) ([User's Guide](docs/users_guide/deoldify-colorizer.md)) - This service colorizes grayscale images using an AI model. [[Reference](https://github.com/jantic/DeOldify)]\n- [yolov3-object-detection](services/yolov3-object-detection) ([User's Guide](docs/users_guide/yolov3-object-detection.md)) - This service uses YOLOv3 model to detect objects on images. [[Reference](https://pjreddie.com/darknet/yolo/)]\n    ```\n      @article{yolov3,\n          title={YOLOv3: An Incremental Improvement},\n          author={Redmon, Joseph and Farhadi, Ali},\n          journal = {arXiv},\n          year={2018}\n      }\n    ```\n- [places365-scene-recognition](services/places365-scene-recognition) ([User's Guide](docs/users_guide/places365-scene-recognition.md)) - This service uses various convolutional neural networks trained on Places365 to perform scene recognition. [[Reference](https://github.com/CSAILVision/places365)]\n    ```\n      @article{zhou2017places,\n           title={Places: A 10 million Image Database for Scene Recognition},\n           author={Zhou, Bolei and Lapedriza, Agata and Khosla, Aditya and Oliva, Aude and Torralba, Antonio},\n           journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},\n           year={2017},\n           publisher={IEEE}\n      }\n    ```\n- [pneumonia-diagnosis](services/pneumonia-diagnosis) ([User's Guide](docs/users_guide/pneumonia-diagnosis.md)) - This service uses VGG19 to classify X-ray chest images. Based on Alishba Imran's [work](https://github.com/alishbaimran/Pneumonia-Diagnosis-CNN-Model).\n\n### Videos:\n- [i3d-video-action-recognition](services/i3d-video-action-recognition) ([User's Guide](docs/users_guide/i3d-video-action-recognition.md)) - This service uses I3D model to recognize actions on videos (with 400 or 600 labels). [[Reference](https://github.com/deepmind/kinetics-i3d)]\n- [s2vt-video-captioning](services/s2vt-video-captioning) ([User's Guide](docs/users_guide/s2vt-video-captioning.md)) - This service uses \"Sequence to Sequence - Video to Text\" to describe video content with natural language text. [[Reference](https://vsubhashini.github.io/s2vt.html)]\n    ```\n      @inproceedings{venugopalan15iccv,\n          title = {Sequence to Sequence -- Video to Text},\n          author = {Venugopalan, Subhashini and Rohrbach, Marcus and Donahue, Jeff \n                    and Mooney, Raymond and Darrell, Trevor and Saenko, Kate},\n          booktitle = {Proceedings of the IEEE International Conference on Computer Vision (ICCV)},\n          year = {2015}\n      }\n    ```\n\n### Games:\n- [zeta36-chess-alpha-zero](services/zeta36-chess-alpha-zero) ([User's Guide](docs/users_guide/zeta36-chess-alpha-zero.md)) - This service uses [AlphaGo Zero methods](https://deepmind.com/blog/alphago-zero-learning-scratch/)\n to learn and play chess. [[Reference](https://github.com/Zeta36/chess-alpha-zero)]\n\n## Contributing and Reporting Issues\n\nPlease read our [guidelines](https://dev.singularitynet.io/docs/contribute/contribution-guidelines/#submitting-an-issue) before submitting an issue. If your issue is a bug, please use the bug template pre-populated [here][issue-template]. For feature requests and queries you can use [this template][feature-template].\n\n## Authors\n\n* **Artur Gontijo** - *Maintainer* - [SingularityNET](https://www.singularitynet.io)\n* **Ramon Durães** - *Maintainer* - [SingularityNET](https://www.singularitynet.io)\n\n## Licenses\n\nThis project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details.\n\nEach service is licensed as followed:\n\n\n- cntk-image-recon - [MIT License](https://github.com/Microsoft/CNTK/blob/master/LICENSE.md)\n- deepfakes-faceswap - [GPL-3.0](https://github.com/deepfakes/faceswap/blob/master/LICENSE)\n- deoldify-colorizer - [MIT License](https://github.com/jantic/DeOldify/blob/master/LICENSE)\n- i3d-video-action-recognition - [Apache License 2.0](https://github.com/deepmind/kinetics-i3d/blob/master/LICENSE)\n- places365-scene-recognition - [MIT License](https://github.com/CSAILVision/places365/blob/master/LICENSE)\n- pneumonia-diagnosis - [Attribution 4.0 International (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/)\n- real-time-voice-cloning - [MIT License](https://github.com/CorentinJ/Real-Time-Voice-Cloning/blob/master/LICENSE.txt)\n- s2vt-video-captioning - [Attribution 4.0 International (CC BY 4.0)](http://creativecommons.org/licenses/by/4.0/)\n- sound-spleeter - [MIT License](https://github.com/deezer/spleeter/blob/master/LICENSE)\n- yolov3-object-detection - [Public domain](https://github.com/pjreddie/darknet/blob/master/LICENSE)\n- zeta36-chess-alpha-zero - [MIT License](https://github.com/Zeta36/chess-alpha-zero/blob/master/LICENSE.txt)","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsingnet%2Fdnn-model-services","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsingnet%2Fdnn-model-services","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsingnet%2Fdnn-model-services/lists"}