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WEBINAR | AI Prototype to Production: Operationalizing and Orchestrating AI
December 6, 2022

Clarifai Release 8.11

Table of Contents:

Clarifai Community

Published the BlazeFace face detection model for mobile GPUs    

You can now use the BlazeFace face detection model to detect faces in images.

BlazeFace is a lightweight and well-performing face detector tailored for mobile GPU inference. It runs at a speed of 200-1000+ FPS on flagship devices. This super-realtime performance enables it to be applied to any augmented reality pipeline that requires an accurate facial region of interest as input for task-specific models, such as 2D/3D facial keypoint or geometry estimation, facial features or expression classification, and face region segmentation. Our contributions include a lightweight feature extraction network inspired by, but distinct from MobileNetV1/V2, a GPU-friendly anchor scheme modified from Single Shot MultiBox Detector (SSD), and an improved tie resolution strategy alternative to non-maximum suppression.

 

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Published four "Detic" models for general image detection    

Detic stands for Detector with image classes that can use image-level labels to easily train detectors. They can detect twenty-thousand classes using image-level supervision.

teaser

Detecting Twenty-thousand Classes using Image-level Supervision,
Xingyi Zhou, Rohit Girdhar, Armand Joulin, Philipp Krähenbühl, Ishan Misra,
ECCV 2022 (arXiv 2201.02605)


Community & Portal Bug Fixes

  • Fixed an issue where markdown notes exceeded page width. Previously, when a code block with large text existed in markdown notes, it exceeded the page width. This led to the model viewer’s canvas expanding beyond the normal width and breaking without loading inputs well.
  • Fixed an issue where a user's long app name broke the sidebar. A user's app had a long name that extended beyond the sidebar. The name was shortened.
  • Fixed an issue where the synonym mapper model failed when used in a workflow. The synonym mapper model now works as expected when used in a workflow prediction.
  • Fixed an issue where changing an existing model's template failed to work. Previously, editing the existing template of a visual-detector model did not work. The existing template and its corresponding parameters stayed the same even after selecting another template.
  • Fixed an issue on the Input-Manager when applying label filters for inputs. Previously, selecting a label to see the images associated with that label resulted in an error. The search query took longer than expected.
  • Fixed an issue on the Input-Manager when using the "Unassigned" option for filtering inputs not assigned to any datasets. Previously, the "Unassigned" filter option on the front-end sent a filtering request in a format that the back-end did not support. It occurred if an app had multiple datasets.
  • Fixed an issue where thumbnails failed to load after a visual search. After using the visual search feature to search for images, the resulting thumbnails now load properly.
  • Improved the error message generated when a model failed to train. Previously, when a model failed to train, the error message generated was not sufficient for the user to provide a fix.

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