Agentic Object Detection

Claim Tool

Last updated: April 6, 2026

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What is Agentic Object Detection?

Agentic Object Detection by Landing AI is a reasoning-driven, zero-shot computer vision tool integrated with LandingLens that detects complex objects from natural-language prompts—covering intrinsic attributes (e.g., “unripe strawberry”), specific identities (e.g., “hex key set”), contextual relationships (e.g., “daisy on top of ice cream”), and dynamic states (e.g., “player in mid-air”)—returning bounding boxes in seconds, outperforming competitors with a 79.7% F1 score and offering a playground and API for rapid prototyping and app integration.

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Agentic Object Detection's Top Features

Text prompt-based, zero-shot detection (no labeling or model training)

Intrinsic attribute recognition (color, shape, texture)

Specific object recognition within a category (e.g., hex key set)

Contextual relationship detection (e.g., object on top of another)

Dynamic state detection (e.g., player in mid-air)

Advanced reasoning for complex, high-quality outputs

High accuracy: 79.7% F1 on internal benchmark, surpassing major baselines

Rapid prototyping via playground and demo API

Bounding-box outputs in [Xmin, Ymin, Xmax, Ymax] format

Integrated with LandingLens for tracking, counting, and location understanding

Frequently asked questions about Agentic Object Detection

Agentic Object Detection's pricing

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    Use Cases

    Manufacturing QA

    Detect “missing screw,” “scratched surface,” or “bent pin” on assemblies without training a custom model.

    Workplace Safety

    Identify “worker not wearing a helmet” or “gloves missing” for compliance checks.

    Agriculture

    Locate “unripe strawberry” or “rotten pepper” for yield estimation and sorting.

    Retail & Inventory

    Count “red helmets” or “yellow vehicles” on shelves or lots using prompt-based detection.

    Robotics & Picking

    Find a specific tool like a “hex key set” or “blue wrench” for grasping tasks.

    Sports Analytics

    Detect “player in mid-air” or “ball crossing the line” for highlights and coaching.

    Quality Control (Packaging)

    Spot “open box,” “misaligned label,” or “missing seal” via attribute/state prompts.

    Media & Content Apps

    Build demos like finding “Easter eggs” in video frames using the playground, API, and Streamlit.

    Logistics & Warehousing

    Prompt for “stack of two boxes” or “pallet with wrap torn” to guide audits.

    Smart Cities & Traffic

    Detect “yellow vehicle in bike lane” or “person with stroller” for situational awareness.