plant-ai-biophysics-lab / DeformableCNN-PlantTraits
A deformable CNN model that accepts multiple sensor inputs and predicts multiple continuous plant trait outputs. SOTA on the 2021 Autonomous Greenhouse Challenge dataset.
☆12Updated 2 years ago
Alternatives and similar repositories for DeformableCNN-PlantTraits:
Users that are interested in DeformableCNN-PlantTraits are comparing it to the libraries listed below
- Pytorch implementation of the deepforest model for tree crown RGB detection.☆17Updated 3 years ago
- Yield Prediction Using Deep Learning on Multivariate Time Series Data☆19Updated 3 years ago
- Official implementation of "An interpretation pipeline towards understanding multi-temporal deep learning approaches for crop mapping".☆19Updated 4 years ago
- Repository of the VegAnn Dataset☆18Updated 6 months ago
- The code for the Doing More With Less: A Multi-Task Deep Learning Approach in Plant Phenotyping paper, Frontiers in Plant Science☆16Updated 5 years ago
- ☆10Updated 3 weeks ago
- ☆14Updated 2 years ago
- HyFormer: Hybrid Transformer and CNN For Pixel-level Multispectral Image Classification☆11Updated 2 years ago
- ☆13Updated last year
- Open-source code for the paper "Representation Learning for Remote Sensing: An Unsupervised Sensor Fusion Approach ".☆29Updated 2 years ago
- Easy Plant Phenotyping Tool for both indoor and outdoor use.☆11Updated 4 years ago
- A python implementation of successive nonnegative projection algorithm.☆12Updated 6 years ago
- Dataset and codes of paper "Growing status observation for individual oil palm trees using Unmanned Aerial Vehicle (UAV) images"☆26Updated 2 years ago
- ☆9Updated last year
- Source code to Rußwurm & Körner 2019. Self-Attention for Raw Optical Satellite Time Series Classification☆159Updated 9 months ago
- Dataset and codes for the paper "Surveying coconut trees using high-resolution satellite imagery in remote atolls of the Pacific Ocean“ (…☆11Updated 2 years ago
- Hyperspectral and soil-moisture data from a field campaign based on a soil sample. Karlsruhe (Germany), 2017.☆47Updated 3 years ago
- A repository to open rice seedling dataset.☆39Updated last year
- codes for RS paper: Rice-Yield Prediction with Multi-Temporal Sentinel-2 Data and 3D CNN: A Case Study in Nepal☆28Updated last year
- A game theoretic approach to explain the output of any machine learning model.☆14Updated 3 years ago
- Multi-objective irrigation optimization using a crop simulation model and historical weather data☆17Updated 3 years ago
- Learning to predict crop type from heterogeneous sparse labels using meta-learning☆19Updated 3 years ago
- ☆12Updated 2 weeks ago
- Code for the paper titled "Generalized Depthwise-Separable Convolutions for Adversarially Robust and Efficient Neural Networks" (NeurIPS…☆11Updated 3 years ago
- ☆10Updated 2 years ago
- Dealing with class imbalance problem in machine learning. Synthetic oversampling(SMOTE, ADASYN).☆38Updated 6 years ago
- Starter-pack for the AI4EO Food Security Challenge☆21Updated last year
- Code for the paper "MSMatch: Semi-Supervised Multispectral Scene Classification with Few Labels"☆25Updated last month
- MICO: Mutual Information and Conic Optimization for feature selection☆17Updated 2 years ago
- 🛰 Deep learning for deforestation classification and forecasting in satellite imagery☆26Updated last year