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Datasets:
CVRPDataset
/
CVRP

Tasks:
Image Segmentation
Modalities:
Image
Formats:
imagefolder
Sub-tasks:
semantic-segmentation
Languages:
English
Size:
1K - 10K
Tags:
semantic-segmentation
rice-panicles
plant-phenomics
image-processing
Libraries:
Datasets
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CVRP

Multi-cultivar and multi-view rice plant image dataset (CVRP) consists of 2,303 field images of rice plants, captured from 231 landraces and 50 modern cultivars. Each image is paired with its corresponding annotated mask. Additionally, we provide 123 indoor images focused on individual panicles and 3D target reconstruction files.

Features

The dataset includes:

  • Field images: Capturing multiple cultivars and field scenes with panicles.
  • Indoor images: Focused on panicles with precise details.
  • Annotations: Pixel-level segmentation masks for panicle segmentation tasks.
  • 3D Reconstructions: Point clouds in .ply format for target reconstruction.

Overview

Dataset Structure 

          📁CVRP/
              ├── 📁FieldImages/ 
              │   ├── 📁field_scenes/ 
              │   │   ├── 📁Annotations/ 
              │   │   │   ├── 00004.png
              │   │   │   ├── ...
              │   │   └── 📁Images/ 
              │   │       ├── 00004.jpg
              │   │       ├── ...
              │   └── 📁multi_cultivars/ 
              │       ├── 📁T1/ 
              │       │   ├── 📁Annotations/ 
              │       │   │   ├── T1_1.jpg
              │       │   │   ├── ...
              │       │   └── 📁Images/ 
              │       │       ├── T1_1.jpg
              │       │       ├── ...
              │       └── ... 
              ├── 📁IndoorPanicleImages/ 
              │   ├── T6_1.png
              │   ├── T6_2.png
              │   ├── T6_3.png
              │   ├── ...
              ├── 📁TargetReconstruction
              │   ├── G1204.ply
              │   ├── G1210.ply
              └── └── G1224.ply

Dataset Statistics

Category Field Data (Multiple Cultivars) Field Data (Field Scenes) Indoor Data Total
Images 2203 100 123 2426
Annotations 2203 100 -- 2303

Dataset Availability

The CVRP dataset is publicly available on Hugging Face in batch downloading mode at https://huggingface.co/datasets/CVRPDataset/CVRP. Researchers can browse through and download separated images and annotations of the dataset at http://bic.njau.edu.cn/CVRP.html. The code and trained models are also available at https://huggingface.co/CVRPDataset/Model for academic use under the specified license. Users are encouraged to cite our paper when utilizing the dataset.

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