TAPe+ML

TAPe+ML is a full-cycle Computer Vision platform for developing and deploying computer vision solutions.

The platform combines dataset preparation, annotation, Auto-annotation, model training and adaptation, validation, inference and REST API integration in a single interface.

TAPe+ML supports the following Computer Vision tasks:

• Object Detection;
• Classification;
• Instance Segmentation;
• Object Tracking.

Users can work with ready-to-use models or create custom models based on their own data. The built-in workflow covers Dataset preparation, Annotation, Auto-annotation, Training/Fine-tuning, Validation and subsequent model integration through the API. Auto-annotation accelerates dataset preparation by generating annotation suggestions after model training or adaptation; users can review, accept or reject the generated annotations.

TAPe+ML uses a compact proprietary architecture with fewer than 100,000 parameters and is designed for efficient inference without requiring a GPU. The platform supports Cloud, On-Premise and Edge deployment scenarios.

REST API and video-stream processing are available for integration. Video workflows support SRT and RTSP, while real-time detection events can be delivered through SSE.

TAPe+ML is designed for development, piloting and production deployment of video analytics and Computer Vision systems, covering the workflow from data preparation and model training to API integration and operational use.

No installation is required — TAPe+ML is provided as a SaaS service.

1. Select and purchase the appropriate TAPe+ML subscription in Yandex Cloud Marketplace.
2. After purchase, follow the provided link to TAPe+ML.
3. Sign in to your existing TAPe+ML account or create a new one.
4. Complete the subscription linking process.
   Once the subscription is activated, start using TAPe+ML with ready-to-use models or create a custom model based on your own data.
   Use the REST API to integrate TAPe+ML with your applications. RTSP and SRT are supported for video analytics.

Important: an active connection to the TAPe+ML service is required. Available features and TAPe Token allowance depend on the selected subscription.

• Industrial quality control — detection of defects, damage, geometric deviations and product inspection on production lines.
• Industrial safety — detection of personal protective equipment, hazardous zones, objects and events in video streams.
• Video analytics — object detection and classification in video streams, including local processing.
• Equipment monitoring — recognition of equipment elements, states and deviations.
• Retail and logistics — product and package recognition, shelf monitoring and damage detection.
• Construction — monitoring of objects, work stages and requirements on construction sites.
• Edge AI and robotics — Computer Vision on devices with limited computing resources.

support@comexp.net