# Pre-trained models are not enough: active and lifelong learning is important for long-term visual monitoring of mammals in biodiversity research—Individual identification and attribute prediction with image features from deep neural networks and decoupled decision models applied to elephants and great apes

> Research article (Mammalian Biology, 2022) · cited 20× · AI/ML

**Wikidata**: [openalex:W4223508319](https://www.wikidata.org/wiki/openalex:W4223508319)  
**Source**: https://4ort.xyz/entity/pre-trained-models-are-not-enough-active-and-lifelong-learning-is-important-for-long-term-visual-monitoring-of-mammals-i