video-search-and-summarization

Suite of reference architectures for building GPU-accelerated vision agents and AI-powered video analytics applications.

22 articles 942 View on GitHub ↗
22 articles
How the ChartGenerator Creates Visualizations from Video Analytics Data in NVIDIA VSS

Learn how ChartGenerator creates visualizations from video analytics data It converts JSON results into charts uploads them and returns image tags for easy UI rendering

how-to-guide
May 15, 2026
Understanding the video_frame_timestamp Tool and Its Timestamp Mapping in VSS

Explore the video_frame_timestamp tool and its precise timestamp mapping. Extract video frames and get accurate UTC times with this powerful NVIDIA AI tool.

deep-dive
May 15, 2026
How to Debug VSS Deployment Issues Using the Deploy Skill and Docker Compose Logs

Debug VSS deployment issues effectively. Use the deploy skill for container health checks, pipeline validation, and inspect Docker Compose logs with resolved.yml for quick troubleshooting.

how-to-guide
May 15, 2026
How the RTVI VLM Alert Tool Processes Video Streams: A Technical Deep Dive

Explore how the RTVI VLM alert tool processes video streams discover its real-time captioning and anomaly alert mechanisms via SSE and Kafka.

deep-dive
May 15, 2026
VSS Incident Formatting: How the Multi-Incident Formatter Workflow Works

Understand VSS incident formatting. Learn how the NVIDIA multi_incident_formatter workflow normalizes timestamps and generates JSON payloads with video URLs and charts.

how-to-guide
May 15, 2026
How to Integrate Custom VLMs with video_caption and video_understanding Tools

Effortlessly integrate custom VLMs with video_caption and video_understanding tools using Nat Builder. Register compatible wrappers without altering core code. Enhance your video analysis workflow now.

how-to-guide
May 15, 2026
VSS VST Tool Implementations for Timeline, Sensor List, and Duration Coverage

Explore VSS VST tool implementations for timeline, sensor list, and duration. Query VST for temporal boundaries, sensor discovery, and video durations using LangChain.

architecture
May 15, 2026
How the attribute_search Tool Works with Elasticsearch Query Builders in NVIDIA VSS

Explore how the attribute_search tool uses Elasticsearch query builders for efficient video analysis. Discover its two-stage query pipeline for KNN vector search and result refinement.

how-to-guide
May 15, 2026
VSS code_executor Docker Backend Implementation for Sandboxed Execution

Implement secure VSS code_executor Docker backend for sandboxed Python code execution. Discover strict security policies, non-root containers, and resource limits for isolated tasks in the Video Search & Summarization platform.

how-to-guide
May 15, 2026
How VSS Evaluators Use LLM-Judge Functionality to Score Trajectory QA Report Quality

Discover how VSS evaluators use LLM-judge to automatically score trajectory QA reports. Learn about single-field comparisons and dynamic discovery for quality assessment.

how-to-guide
May 15, 2026
How VSS Handles Video Upload and RTSP Stream Ingestion via FastAPI

Learn how VSS handles video upload and RTSP stream ingestion using FastAPI. Discover its efficient streaming PUT and RESTful endpoints for seamless data processing and embedding generation.

how-to-guide
May 15, 2026
Architecture of the multi_report_agent for Video Analysis Reports: NVIDIA VSS Agent Design

Explore the multi report agent architecture for streaming video analysis and unified markdown reports. Understand the NVIDIA VSS Agent design and its three layer NAT framework.

architecture
May 15, 2026

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