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Overview

NikaLabeler is the world’s first and only geospatial-friendly image annotation platform designed specifically for top-down satellite and drone imagery. Built for efficiency and collaboration, it enables teams to annotate geospatial datasets with real-time synchronization, AI-powered assistance, and seamless integration with NikaWorkspace’s data lake. NikaLabeler Interface

Key Features

Real-time Co-annotation

  • Live Collaboration: Multiple users can annotate simultaneously with real-time sync
  • Cursor Synchronization: See team members’ cursor positions in real-time
  • Live State Updates: Approve/reject states and comments sync instantly across all users
  • Progress Tracking: Real-time progress bar at the top showing annotation completion

Annotation Format Import/Export

  • Import/Export: Support for various annotation formats including COCO 1.0
  • COCO 1.0 Compatible: Full support for importing and exporting in standard COCO 1.0 format
  • Format Compatibility: Seamless integration with existing ML pipelines

Show Image Bound in NikaMap

  • Geographic Context: Load current image in a NikaMap for geo-referencing
  • Spatial Navigation: Navigate between images with geographic awareness
  • Coordinate Reference: Maintain spatial accuracy throughout annotation process

SAM2 Smart Segmentation

  • Interactive Segmentation: Left-click for positive prompts, right-click for negative prompts
  • Intelligent Suggestions: AI-powered object detection and segmentation
  • Faster Annotation: Speed up annotation workflow with smart AI assistance

SAM3 Text-Prompted Segmentation

  • Text-Based Segmentation: Leverage SAM3’s cutting-edge text prompting to segment objects by simply describing them
  • Boost Efficiency: Dramatically accelerate annotation workflows by using natural language instead of manual clicks
  • Smart Object Detection: Automatically identify and segment complex objects using descriptive text prompts

Team Management

  • Role-Based System: Reviewer and Labeler roles with distinct permissions
  • Task Assignment: Assign and re-assign annotation tasks to specific labelers
  • Approval Workflow: Built-in review process with approve/reject action
  • Performance Tracking: Labeler overview page showing percentage rejected/total for individual performance

Data Integration

NikaWorkspace Integration

  • Direct Data Lake Access: Load JPEG and PNG images directly from NikaWorkspace’s data lake filesystem
  • Task Creation: Create annotation tasks directly with folders in NikaWorkspace’s data lake
  • Seamless Workflow: No need to download/upload files - work directly with TBs of images in Nika’s cloud platform

Image Processing

  • Auto Batch Conversion: Automatically convert GeoTIFF (RGB channels) to JPEG for faster UI loading
  • Format Support: Native support for GeoTIFF, JPEG, PNG, and other common formats
  • Optimized Performance: Efficient image loading and rendering for large datasets

User Interface

Annotation Tools

  • Polygon Drawing: Draw and edit precise polygon annotations
  • Navigation Controls: Pan and zoom functionality for detailed annotation work
  • Keyboard Shortcuts: Efficient annotation with customizable keyboard shortcuts
  • Intuitive Design: Clean, geospatial-focused interface optimized for satellite imagery

Job Management

  • Job States: Track progress with states (pending, in-progress, submitted for review, rejected, approved)
  • Image Instructions: Add instruction messages per image as caveats for specific annotation requirements
  • Batch Operations: Process multiple images efficiently with batch tools

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