Latest Research in Robotic Harvesting Perception

109 research papers · 2026 median publication year

Top Research Topics in Robotic Harvesting Perception

Highest-Cited Papers

  1. Improving Harvesting Efficiency and Sustainability Through Lightweight Visual Perception: COS-DETR for Resource-Constrained Tea-Harvesting Robots
  2. LGB-YOLOv11n: A Position-Specific Lightweight Detector for Shiitake Appearance Pre-Grading on Edge Devices
  3. Deep learning convolutional neural networks for morphological identification of field-caught Anopheles stephensi in Ethiopia, using smartphone images of specimens
  4. Selective Cotton Boll Localization for Robotic Harvesting: Evaluation of Deep Learning Vision Models Under Field Conditions
  5. Identifying Aquatic Plants in Crab Ponds Based on Spectral Data, RGB Image Fusion, and Deep Learning
  6. Active perception for robotic harvesting: 3D reconstruction and localisation of tomatoes hidden within clusters in a Mediterranean greenhouse
  7. Toward scalable organ-level 3D plant segmentation: A systematic and quantitative review through the lens of the data-algorithm-computing triangle
  8. Structure-Aware RGB Channel Reconstruction for YOLOv8-Based Oyster Mushroom Detection
  9. LemonDet: A Lightweight YOLO11Architecture with Dataset-Specific Color Priors for Small Lemon Detection in Orchards
  10. UAV-based YOLOv11 system for automated detection and counting of male hemp plants bearing staminate flowers
  11. CLASP: A Cluster-Level Autonomous Selective Picking Robot with a Soft Rolling-Band Gripper for Fresh-Market Blueberry Harvesting
  12. DRSA: Depth-Routed Selective Attention for chili pepper organ segmentation with selective use of estimated monocular depth
  13. Plant-GeoAT: Geometry-Aware Organ Identity Parsing of 3D Plant Point Clouds for Organ-Level Phenotyping
  14. MP-CBA-YOLO: a morphology-preserving class-balanced object detection method for small-sample imbalanced ginseng grade detection
  15. Evaluating Mesh Reconstruction Methods for Crop Phenotyping
  16. InfoTaxa: Information-Calibrated Label-Free Clustering for Fine-Grained Visual Taxonomy
  17. Real-time on-tree Korla pear grading with a shared ordinal–anomaly descriptor field
  18. YOLO12 Down Feather Quality Classification Method Based on A2C2f-CGLU Feature Enhancement
  19. SPINet: structure-enhanced point cloud instance segmentation network for multi-plant rice phenotyping
  20. PMSPA-Net framework with geometric region decomposition for high-precision phenotyping of field-grown maize seedlings

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L2 Region - - 2026 Sep Q3

Robotic Harvesting Perception

109 papers

Top Topics (10)

Smart Agriculture and AI50
Computer Vision and Pattern Recognition24
Robotics6
Spectroscopy and Chemometric Analyses3
Remote Sensing in Agriculture2
Cell Image Analysis Techniques2
Species Distribution and Climate Change2
Malaria Research and Control1
Traditional Chinese Medicine Studies1
Industrial Vision Systems and Defect Detection1

Top Publications (20)

1.Improving Harvesting Efficiency and Sustainability Through Lightweight Visual Perception: COS-DETR for Resource-Constrained Tea-Harvesting Robots2.LGB-YOLOv11n: A Position-Specific Lightweight Detector for Shiitake Appearance Pre-Grading on Edge Devices3.Deep learning convolutional neural networks for morphological identification of field-caught Anopheles stephensi in Ethiopia, using smartphone images of specimens4.Selective Cotton Boll Localization for Robotic Harvesting: Evaluation of Deep Learning Vision Models Under Field Conditions5.Identifying Aquatic Plants in Crab Ponds Based on Spectral Data, RGB Image Fusion, and Deep Learning6.Active perception for robotic harvesting: 3D reconstruction and localisation of tomatoes hidden within clusters in a Mediterranean greenhouse7.Toward scalable organ-level 3D plant segmentation: A systematic and quantitative review through the lens of the data-algorithm-computing triangle8.Structure-Aware RGB Channel Reconstruction for YOLOv8-Based Oyster Mushroom Detection9.LemonDet: A Lightweight YOLO11Architecture with Dataset-Specific Color Priors for Small Lemon Detection in Orchards10.UAV-based YOLOv11 system for automated detection and counting of male hemp plants bearing staminate flowers11.CLASP: A Cluster-Level Autonomous Selective Picking Robot with a Soft Rolling-Band Gripper for Fresh-Market Blueberry Harvesting12.DRSA: Depth-Routed Selective Attention for chili pepper organ segmentation with selective use of estimated monocular depth13.Plant-GeoAT: Geometry-Aware Organ Identity Parsing of 3D Plant Point Clouds for Organ-Level Phenotyping14.MP-CBA-YOLO: a morphology-preserving class-balanced object detection method for small-sample imbalanced ginseng grade detection15.Evaluating Mesh Reconstruction Methods for Crop Phenotyping16.InfoTaxa: Information-Calibrated Label-Free Clustering for Fine-Grained Visual Taxonomy17.Real-time on-tree Korla pear grading with a shared ordinal–anomaly descriptor field18.YOLO12 Down Feather Quality Classification Method Based on A2C2f-CGLU Feature Enhancement19.SPINet: structure-enhanced point cloud instance segmentation network for multi-plant rice phenotyping20.PMSPA-Net framework with geometric region decomposition for high-precision phenotyping of field-grown maize seedlings

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