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  • Why we need Acuseek
  • In security operations, every second counts. Traditional manual video review can take hours to find a single incident, delaying critical responses. 

  • Traditional video search is difficult and limited

  • Too much video takes too much review time

  • Miss the best opportunity to recover the loss

  • Hikvision's video search tech history
  • Smart Search
  • AcuSearch
  • AcuSeek
  • Draw a rule box to retrieve videos with target objects in a specific area

  • Retrieve all videos of a specific object with just one click

  • Retrieve videos of objects with feature description by text

  • Why we need AcuSeek
  • In security operations, every second counts. Traditional manual video review can take hours to find a single incident, delaying critical responses. 

  • Traditional video search is difficult and limited

  • Too much video takes too much review time

  • Miss the best opportunity to recover the loss

  • Hikvision's video search tech history
  • Smart Search
  • Draw a rule box to retrieve videos with target objects in a specific area

  • AcuSearch
  • Retrieve all videos of specific object with just one click

  • AcuSeek
  • Retrieve videos of objects with feature description by text

  • What is AcuSeek
  • AcuSeek NVRs, based on a large multimodal AI model, enable video searches using text, allowing users to quickly find videos featuring a specific object. By understanding and correlating visual content and natural language, AcuSeek delivers human-like comprehension with machine-level precision and speed.

  • Massive image-text pairs

  • "Dog in the snow"

  • Image Features:

    Outline, Texture, Color...(Unstructured characteristics)

     

  • Image Encoder

  • Text Encoder

  • Text Features:

    Word Frequency, Order, Grammar...(statistical characteristics)

     

  • Large Multimodal Model

  • AcuSeek: A man in a black top, white pants, and glasses is walking his dog

     

  • Training

  • Massive image-text pairs

  • "Dog in the snow"

  • Image Features: Outline, Texture, Color... (Unstructured characteristics)

  • Image Encoder

  • Text Encoder

  • Text Features: Word Frequency, Order, Grammar... (statistical characteristics)

  • Large Multimodal Model

  • AcuSeek:

    A man in a black top, white pants, and glasses is walking his dog.

  • Based on a Large Multimodal Model (LLM), images and their corresponding natural language descriptions are mapped to a shared high-dimensional vector space. This enables versatile functionalities, such as open-ended text-to-image search, image-to-image search, and alarm triggering based on the presence of persons, vehicles, objects, events, or locations.

  • Training

  • How AcuSeek works

Hikvision NVR product category

Discover AI-powered NVR camera systems designed for faster incident detection, smarter recording and more efficient video search. Hikvision NVRs connect to compatible IP cameras and securely record video across homes, offices, retail spaces, warehouses and larger sites in Singapore.

 

Depending on the model and connected cameras, intelligent features can include human and vehicle classification, perimeter protection, event-based recording, AcuSearch, Smart Search and natural-language video search with AcuSeek. These tools help security teams reduce false alarms and locate relevant footage without manually reviewing hours of recordings.

 

Explore Hikvision’s Pro Series, Ultra Series and VPro Series NVRs to find the appropriate channel capacity, storage configuration, analytics capabilities and video-search functions for your surveillance requirements.

VPro Series (AcuSeek)

With a large multimodal AI model, allowing users to quickly find videos using text and voice

Ultra Series

Superior storage and robust recording with advanced technologies

Special Series

Pre-installed Windows or Linux OS to facilitate integration.

Pro Series

Advanced codecs for highly effective bandwidth and storage management

Value Series

A cost-effective choice with easy installation, management and maintenance

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          Hikvision NVRs with AcuSeek

          AcuSeek NVRs, based on a large multimodal AI model, enable video searches using text, allowing users to quickly find videos featuring a specific object. By understanding and correlating visual content and natural language, AcuSeek delivers human-like comprehension with machine-level precision and speed.

          K/VPro Series NVR
          For SMB scenarios
          I/VPro Series NVR
          For medium-to-large scenarios
          DeepinMind NVR
          For medium-to-large scenarios
          Fusion Server Ultra

           How Does AI Video Search Work in an NVR System?

          AI video search helps an NVR identify and retrieve relevant footage based on detected objects, events or visual characteristics.

           

          A typical AI video-search workflow involves five stages:

           

          1. Video capture

             Compatible IP cameras capture and encode the video before transmitting it to the NVR over the network.

           

          2. Video analysis

             AI algorithms in the camera, the NVR or both analyse the footage. Depending on the supported equipment, the system may distinguish people and vehicles, detect perimeter events or extract searchable visual attributes.

           

          3. Metadata creation

             The system associates detected targets and events with information such as camera location, date, time, object category and event type.

           

          4. Search query

             The operator selects an event filter, marks a target in recorded footage or enters a text or voice description, depending on the NVR’s supported search technology.

           

          5. Ranked results and playback

             The NVR searches the indexed video metadata and returns matching clips or snapshots, allowing the operator to review likely results instead of watching the complete recording.

           

          Hikvision AcuSearch is designed to improve target-based retrieval and playback efficiency. Smart Search supports searches across recorded frames and events. On compatible VPro Series NVRs, AcuSeek allows users to search with natural-language text or voice descriptions for a specific object or scene.

           

          Available search functions vary by NVR model, firmware, connected camera and system configuration.

          Multi-platform visual search
          NVR webpage
          NVR local GUI
          HikConnect
          HikCentral Professional
          Multi-platform visual search
          NVR webpage
          NVR webpage
          NVR local GUI
          NVR local GUI
          HikConnect
          HikConnect
          HikCentral Professional
          HikCentral Professional

          FAQs

          • An AI NVR is a network video recorder that stores video from IP cameras and supports intelligent analytics or search functions. Depending on the system, it may classify people and vehicles, identify configured events, create searchable metadata and help operators retrieve relevant footage.

          • A compatible AI NVR can filter or retrieve footage using event types, target classifications, selected visual targets or natural-language descriptions. The available method depends on the NVR, camera, firmware and enabled analytics.

          • Retention time depends on available storage and recording settings. Higher image quality and continuous recording will use more space, while larger storage capacity can support longer retention.

          • In many cases, yes. However, compatibility should be checked to ensure stable video recording, smooth management, and access to key system functions.

          • The main considerations are channel count, storage capacity, camera compatibility, ease of deployment, and how quickly footage can be reviewed when needed. The right NVR should match both current requirements and future expansion.

          • Yes. An NVR can continue local recording without an internet connection if the cameras and recorder are properly connected on-site. Internet access is mainly needed for remote viewing and remote management.

          • Standard video search often requires manual review by time or camera. AI-assisted video search helps users locate relevant footage faster, reducing the time needed to review large amounts of video.

          • The number of channels should cover the cameras required today, while allowing room for future expansion. This helps ensure the system can grow with the site without early replacement.

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          Can an NVR Work Without the Internet?

          Yes, an NVR can continue recording locally even if the internet connection is interrupted, provided the cameras and recorder are properly connected on-site. This is important for sites that cannot afford gaps in recording. Internet access is mainly needed for remote viewing, remote management, and certain cloud-based functions, not for basic local recording itself.

           

          For businesses in Singapore looking for a system that balances daily usability with stronger search and management capabilities, Hikvision’s Network Video Recorders are designed to support a wide range of site sizes and operational needs. From straightforward recording to more advanced AI-assisted video search with AcuSeek, the right NVR can help teams move from simply storing footage to finding answers faster.

          What to Look for When Choosing an NVR Camera System

          Choosing the right NVR camera system starts with understanding how the site will be used day to day. A smaller office or shop may only need a few cameras and basic recording, while a larger site may need wider coverage, longer storage time, and faster ways to search video during an incident review.

          Talk to a representative

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