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Data

Explore popular datasets that you can leverage for your next machine learning project.

BioTrove
Data
Image data
Computer vision
Biology
Ecology
Biodiversity
Deep learning
CLIP
Hugging Face
Citizen science

A curated dataset of 161M+ images across 324K species for biodiversity AI, built from iNaturalist research-grade observations.

Chris Endemann
2025-09-11

iNaturalist (iNat)
Data
Image data
Biology
Ecology
Computer vision
Multimodal learning
Citizen science
CLIP
Zero-shot learning

A massive citizen-science biodiversity dataset with millions of species photos, rich spatial/temporal metadata, and fine-grained labels for computer vision research.

Chris Endemann
2025-04-03

INQUIRE
Data
Computer vision
Retrieval
Zero-shot learning
Benchmarking
Multimodal learning
ViT
LLM
Biology
Ecology
Image data
Hugging Face

A benchmark for evaluating text-to-image retrieval on expert-level ecological queries, built from iNaturalist data with domain-specific relevance judgments.

Chris Endemann
2025-03-26

CIFAR Dataset
Data
Image data
Computer vision
Image classification
CNN

A classic image classification benchmark of 60,000 32x32 color images across 10 classes, widely used for evaluating computer vision models.

Aidan O’Brien
2025-03-03

Leaf Vein Dataset (LVD2021)
Data
Image data
Biology
Image segmentation
Computer vision

High-resolution leaf images with pixel-wise vein annotations across 36 leaf types, designed for segmentation and plant phenotyping research.

Chris Endemann
2024-10-18

Project Gutenberg: Text & Audio Books
Data
Audio data
Multimodal data
NLP
Text analysis

A large open collection of free eBooks and audiobooks useful for NLP tasks like language modeling, text classification, and speech synthesis.

Chris Endemann
2024-10-14
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