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VettedHive

Every kind of training data, labeled to your spec

We work in your tool or ours, follow your guideline to the letter, and ask before we guess. Jump to a data type below.

Image annotation

Boxes, polygons, masks and keypoints drawn tight to the pixel, on any class list you give us.

2D bounding boxes
Tight, axis-aligned or rotated boxes with occlusion and truncation flags.
Polygons & instance masks
Vertex-precise outlines for irregular objects, crops, lesions and parts.
Semantic segmentation
Every pixel assigned a class, with consistent boundaries between neighbours.
Keypoints & skeletons
Body pose, face landmarks, livestock and custom skeletons with visibility states.
Classification & tagging
Single- and multi-label image tags, attributes and quality filters.
OCR & document fields
Text transcription and key–value extraction from receipts, IDs and forms.
Supermarket shelf of pasta packs with product, price tag and empty-slot boxes

Output formats

  • COCO JSON
  • YOLO txt
  • Pascal VOC XML
  • CVAT XML
  • Mask PNG
  • CSV

Typical projects

Retail shelf audits, Crop and weed detection, Medical imaging, Damage assessment.

Video annotation

Objects tracked frame to frame with persistent IDs, plus events and actions on a timeline.

Multi-object tracking
Boxes or polygons interpolated across frames with stable track IDs.
Event & action tagging
Start and end timestamps for actions, incidents and behaviours.
Frame classification
Scene, weather, lighting and quality labels per frame or per clip.
Congested road in Dhaka with vehicles tracked by persistent IDs

Output formats

  • MOT
  • CVAT video XML
  • COCO-VID
  • Custom JSON

Typical projects

Traffic and ADAS, Sports analytics, Security footage, Livestock behaviour.

LiDAR & 3D point clouds

3D cuboids, point-level segmentation and 2D–3D sensor fusion for perception teams.

3D cuboids
Oriented boxes with heading, tracked through sequences.
Point cloud segmentation
Per-point class labels for ground, vehicles, vegetation and more.
Sensor fusion
Linked labels across camera and LiDAR frames with calibration checks.
Lane & road marking
Polylines for lanes, curbs, crossings and drivable area.
Aerial LiDAR point cloud of two parked aircraft with 3D cuboids and a vegetation segment

Output formats

  • KITTI
  • nuScenes
  • PCD + JSON
  • Custom JSON

Typical projects

Autonomous vehicles, Robotics, Mapping and surveying, Drones.

Text & NLP

Entities, intents, sentiment and relations, in English, Bengali and other languages on request.

Named entity recognition
Span-level entity tags with nested and overlapping entities.
Intent & sentiment
Utterance classification for chatbots, reviews and support tickets.
Relation extraction
Links between entities for knowledge graphs and search.
Translation review
Bengali–English checks for fluency, accuracy and terminology.
Hands typing on a laptop; the screen shows a sentence with named entities tagged

Output formats

  • JSONL
  • spaCy
  • CoNLL
  • CSV

Typical projects

Customer support AI, Search relevance, Content moderation, Bengali NLP.

Audio & speech

Verbatim transcripts, speaker turns and sound events, aligned to the waveform.

Transcription
Verbatim or clean-read transcripts with timestamps.
Speaker diarization
Who spoke when, including overlaps.
Sound event tagging
Labelled regions for non-speech events and noise.
Studio condenser microphone with a diarised waveform and transcript overlaid

Output formats

  • JSON
  • SRT / VTT
  • TextGrid
  • CSV

Typical projects

Voice assistants, Call analytics, Bengali ASR, Media captioning.

LLM & RLHF data

Human preference rankings, rubric scoring and written demonstrations for model fine-tuning.

Preference ranking
Side-by-side comparison of model answers with written rationale.
Rubric evaluation
Scoring for helpfulness, accuracy, safety and tone against your rubric.
Prompt–response writing
Original demonstrations for supervised fine-tuning.
Red-teaming support
Structured adversarial prompts and failure categorisation.
Annotator at a laptop comparing two AI responses and rating them

Output formats

  • JSONL
  • CSV
  • Parquet

Typical projects

Chat assistants, Domain-specific copilots, Evaluation sets, Safety tuning.

Tools we already know

No onboarding fee for learning your platform. If you don’t have one, we’ll set up a private workspace and hand you the exports.

  • CVAT
  • Label Studio
  • Labelbox
  • Supervisely
  • V7
  • Roboflow
  • Encord
  • Your in-house tool