Vision Data for Robotic Harvesting & Crop Perception

Orchard and field imagery with maturity, occlusion and grasp-point labels for robotic harvesting and crop perception. Explore harvesting-data options with Shaip.

Agricultural robotic harvesting vision dataset

Dataset Specifications

Target Buyer TeamsAgri-Robotics Lead; Computer Vision Director; Harvesting Automation Team; Product Engineering
Representative TasksFruit detection, maturity classification, occlusion, stem/branch understanding and grasp-point estimation
Capture / ModalitiesRGB, video, optional depth, multispectral and LiDAR
Annotations / MetadataTight boxes, masks, maturity/condition attributes, occlusion, keypoints and grasp candidates
Delivery FormatsJPEG/MP4 + COCO JSON + optional depth and point cloud
Scale (Illustrative)*250,000–2M images/frames
Participants / OperatorsNot participant-dependent
Tasks / Scenarios20–100 crop/condition variants
Objects / Sites / Views25–150 farms/plots; 3–10 label layers
Recommended Engagement Scope25,000–100,000 images across 3–10 locations and 5–20 conditions

Shaip has delivered tight apple annotations with three-layer condition attributes for robotic harvesting and yield-estimation use cases.

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Where This Dataset Is Used

This agricultural robotics dataset is built for teams training fruit detection, maturity classification, occlusion reasoning and grasp-point estimation models for orchard and field robots. Agri-tech companies, harvesting automation teams and computer vision research labs use this robotic harvesting dataset as a fruit detection dataset and orchard vision dataset for crop perception, yield estimation and vision-guided picking. If you’re sourcing agriculture robot training data or crop perception data to move a harvesting robot from proof of concept to field deployment, this dataset provides the labeled visual foundation.

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