metadata

language:
  - en
datasets:
  - CVRP
tags:
  - semantic-segmentation
  - rice-panicles
  - plant-phenomics
  - image-processing
pretty_name: CVRP Dataset
size_categories:
  - 1K<n<10K
source_datasets:
  - custom
task_categories:
  - image-segmentation
task_ids:
  - semantic-segmentation

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.

Overview

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.

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

Data and Code Availability

The CVRP dataset and accompanying codes are publicly available from Hugging Face at https://huggingface.co/datasets/CVRPDataset/CVRP & https://huggingface.co/CVRPDataset/Model, and Bioinformatics service in Nanjing Agricultural University at http://bic.njau.edu.cn/CVRP.html.