ShambhaviJoshi/Neural_3D_Reconstruction_and_Immersive_VR_Visualization_of_Row_Crops

🌱 BBCH-NeRF Plant Dataset

This dataset accompanies the paper:

Neural 3D reconstruction and immersive VR visualization of row crops across phenological growth stages

Overview

This dataset contains data for 3D plant reconstruction using NeRF and Gaussian Splatting (Gsplat) across multiple crops and BBCH growth stages.

It includes:

• —Raw video data
• —NeRF reconstructions (point clouds)
• —Gaussian Splatting outputs

Dataset Structure

Dataset/ ├── Gaussiansplats/ # Gsplat reconstructions (.zip per crop) ├── NerfPointclouds/ # NeRF outputs └── Video_Data/ # Raw videos used for reconstruction

Crops & BBCH Stages

• —Finger Millet: 14/22, 31, 51, 59, 65, 69, 85, 87, 92
• —Proso Millet: 13, 23/26/17, 55, 65, 69/85, 87, 92
• —Mungbean: VC, V1, V2, R1–R7
• —Delta Peas: 14, 1/14, 61, 71, 74, 82, 85, 89
• —Amarillo Peas: 14, 1/14, 51, 61, 72, 81, 84, 89

🔄 Pipeline

Video → Frames → GOLMAP → NeRF / Gsplat → 3D Outputs

📎 Usage

• —Neural rendering research (NeRF, Gsplat )
• —Gaussian Splatting comparison
• —3D plant phenotyping
• —Growth stage analysis

🔗 Website Link

https://idealab-isu.github.io/Neural-3D-Reconstruction-and-Immersive-VR-Visualization-of-Row-Crops/