Deep learning-based animal activity recognition with wearable sensors: Overview, challenges, and future directions

•A comprehensive review of deep learning- and wearable sensor-based methods for AAR.•Cover the most widely used sensors for the most important domesticated animal species and activities.•Challenges associated with developing deep learning models for AAR are discussed.•Potential solutions and future research directions for mentioned challenges are proposed.