Development of the architecture of an information and analytical image processing system

D.I. Sigalov, V.A. Sychev

Abstract


The paper proposes the architecture of an information and analytical system for organizing reproducible research in the field of computer vision. The system provides unified collection and storage of visual data from heterogeneous sources, with the ability to automatically perform analytical tasks. Their processing is carried out through integration with arbitrary algorithms - both classical methods of image analysis and neural network models within a single execution interface. The platform implements a mechanism for dynamic management of the context of experiments and provides built-in tools for comparative analysis of the results of various algorithms. The developed solution formalizes the full research cycle, reducing the routine load and ensuring full reproducibility when working with visual data.

Full Text:

PDF (Russian)

References


S. Newman, «Building Microservices: Designing Fine-Grained Systems». Sebastopol: O’Reilly Media, 2021. 612 p.

Webhooks documentation, 2025. [Online]. Available: https://docs.github.com/en/webhooks/about-webhooks.

OpenID Foundation. OpenID Connect Core 1.0. [Online]. Available: https://openid.net/specs/openid-connect-core-1_0.html.

Internet Engineering Task Force. The OAuth 2.0 Authorization Framework (RFC 6749). [Online]. Available: https://datatracker.ietf.org/doc/html/rfc6749.

Internet Engineering Task Force. The OAuth 2.0 Authorization Framework: Bearer Token Usage (RFC 6750). [Online]. Available: https://datatracker.ietf.org/doc/html/rfc6750.

Keycloak. Server Administration Guide (latest). [Online]. Available: https://www.keycloak.org/docs/latest/server_admin/index.html.

Internet Engineering Task Force. Proof Key for Code Exchange by OAuth Public Clients (RFC 7636), 2015. [Online]. Available: https://datatracker.ietf.org/doc/html/rfc7636.

MinIO, Inc. S3 API Compatibility. AIStor Object Store Documentation. [Online]. Available: https://docs.min.io/enterprise/aistor-object-store/developers/s3-api- compatibility

HashiCorp. Consul. Service Discovery Explained. [Online]. Available: https://developer.hashicorp.com/consul/docs/use-case/service-discovery .

HashiCorp. Consul HTTP API. Health. [Online]. Available: https://developer.hashicorp.com/consul/api-docs/health .

Apache Software Foundation. Apache Kafka Documentation. [Online]. Available: https://kafka.apache.org/documentation/.

Spring. Spring Cloud Gateway Reference Documentation. [Online]. Available: https://docs.spring.io/spring-cloud-gateway/reference/index.html

The Prometheus Authors. Prometheus. Overview. [Online]. Available: https://prometheus.io/docs/introduction/overview/ .

Grafana Labs. Grafana Dashboards Overview. [Online]. Available: https://grafana.com/docs/grafana/latest/fundamentals/dashboards-overview/

Grafana Labs. Loki Documentation. [Online]. Available: https://grafana.com/docs/loki/latest/

CNCF. Jaeger Documentation. [Online]. Available: https://www.jaegertracing.io/docs/

OpenTelemetry Authors. OpenTelemetry Documentation. [Online]. Available: https://opentelemetry.io/docs/

PostgreSQL Global Development Group. PostgreSQL Documentation (current). [Online]. Available: https://www.postgresql.org/docs/current/.


Refbacks

  • There are currently no refbacks.


Abava  Кибербезопасность Monetec 2026 СНЭ

ISSN: 2307-8162