HNIVision ResNet-50 (7-class scene classifier)
Fine-tuned ResNet-50 used by the HNIVision toolkit to classify social-media images into 7 Human-Nature Interaction scene categories.
Classes
- Garden Vegetation
- Waterscape and Built Settings
- Pure Waterscape
- Built Environment
- Natural Landscape
- Mixed Urban Greenspace
- Park Activities
(Edit this list on the Hub web UI if your training classes differ.)
Usage
```python from hnivision.methods import Classification clf = Classification() result = clf.extract("image.jpg") ```
Weights auto-download from this repo on first use if not in local cache.
Citation
Chen, M. (2026). HNIVision: Toolkit and benchmark for human-nature interaction extraction from social-media imagery.