Big Cats Image Classification with 749 Labeled Photos

749 labeled photographs depict four species of big cats: cheetahs, leopards, lions, and tigers. The data originates from the iNaturalist platform, suggesting it contains community-verified observations. Its specific collection date and author are unknown.

Use Cases

• Train an image classifier to distinguish between cheetahs, leopards, lions, and tigers based on labeled photographs.
• Benchmark the performance of lightweight convolutional neural networks on a small, multi-class wildlife dataset.
• Fine-tune a pre-trained vision model for a specific big cat recognition task using the provided labels.

Strengths

• Contains 749 labeled images, providing a concrete scale for model training.
• Focuses on four distinct big cat species, enabling multi-class classification tasks.
• Sourced from iNaturalist, suggesting community-verified species labels.

Limitations

• Row count is unknown, which may limit suitability assessment for larger-scale projects.
• Column-level documentation is absent; field semantics must be inferred after download.
• Description metadata is limited; actual data quality requires manual inspection after download.

Provenance

Source

iNaturalist

Collection Method

Likely contains community-submitted and verified photographic observations.