Introduction
Everything you need to prepare for Hack the Harvest will be shared before the event. That includes background materials, prior work summaries, starter notebooks and access instructions. Use the time beforehand to form your team, read up and test your access, so you're ready to build at 10:30 a.m. Saturday.
Tools and Technologies
- Devpost: registration
- Keeboh: team formation, project submissions, the technical workspace and challenge resources
- Discord: announcements, team coordination and scheduled mentor support
- Livestream Q&A: Friday, November 13 at 5:00 p.m. Pacific, covering the challenge, Keeboh, how to submit and your questions
- Data: public satellite imagery, crop and agricultural datasets, field boundaries and other geospatial data
- Methods: time-series analysis, AI and machine learning, and visualization
- NVIDIA Nemotron: optional
Inspiration
Silage corn is usually harvested early, while it's still green. Grain corn stays in the field longer and dries down first. That timing difference leaves a signal. Here are a few ways to look for it:
- Changes over time: track vegetation and compare satellite imagery across harvest windows.
- Patterns in the data: combine public datasets, build field-level time-series models, or look for spectral and temporal signatures.
- An answer people can use: build a classification model or an interpretable visualization, or find a completely different signal.
Satellites let us observe thousands of fields without being there. Your job is to turn those observations into an answer.
Contact Us & Support Channels
Additional Resource links
Open data
|
Need |
Source |
Use it for |
|---|---|---|
|
Which fields are corn |
A corn mask for the year. It maps crop type, not harvest type. |
|
|
Season-long crop signal |
10 m imagery for greenness over time and cloud masking. |
|
|
Longer history |
30 m imagery going back before Sentinel-2. |
|
|
Finding imagery |
Search catalogs instead of downloading scenes by hand. |
|
|
Weather |
Rain, temperature, growing-degree days and frost around harvest. |
|
|
Regional totals |
Planted and harvested acres by county or state. Context, not field labels. |
|
|
Boundaries and maps |
Counties, roads and reference geography. |
Background reading (none of these classifies silage versus grain directly; they cover the pieces)
- Harvest timing: Liu et al. 2025, a harvest phenology index for corn and soybean · Xu, Meng and Quackenbush 2019, corn's optimal harvest date · Khabbazan et al. 2026, corn harvest dates from radar
- Growth stages and management events: Gao et al. 2020 · Gao et al. 2023 · Gao et al. 2026 · Shen et al. 2022 · Sakamoto et al. 2010
- Radar: Amherdt et al. 2021 · Shang et al. 2020
- Crop residue: Jin et al. 2015 · Quemada et al. 2018 · Zheng et al. 2012
