Image Classification
Transformers
Safetensors
English
vit
vision
biology
ecology
phenology
plants
plant-phenology
iNaturalist
Eval Results (legacy)
Instructions to use phenobase/phenovision with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use phenobase/phenovision with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-classification", model="phenobase/phenovision") pipe("https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/parrots.png")# pip install -U transformers accelerate # Load model directly from transformers import AutoImageProcessor, AutoModelForImageClassification processor = AutoImageProcessor.from_pretrained("phenobase/phenovision") model = AutoModelForImageClassification.from_pretrained("phenobase/phenovision", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Commit History
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Fix How-to-Use: correct [fruit, flower] output order; use AutoImageProcessor
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Add id2label [fruit, flower] + multi_label_classification problem_type
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Add preprocessor_config.json (fixes missing image-processor OSError)
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Update family_stats.csv with equivocal proportions and buffer-zone accuracy
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Update model card with complete documentation
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Add buffer parameters file (threshold + buffer zones for inference)
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Fix family_stats.csv: accuracy was 0 due to type mismatch (v1.1.0)
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Add report (v1.1.0)
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Add family_stats (v1.1.0)
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Add thresholds (v1.1.0)
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Upload PhenoVision v1.1.0
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Update README.md
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Update README.md
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Update README.md
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Upload ViTForImageClassification
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initial commit
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