· Speaker and language recognition, verification, and identification
· Speaker and language characterization
· Features for speaker and language recognition
· Speaker and language clustering
· Multispeaker segmentation, detection, and diarization
· Language, dialect, and accent recognition
· Robustness in channels and environment
· System calibration and fusion
· Speaker recognition with speech recognition
· Multimodal speaker recognition
· Speaker recognition in multimedia content
· Machine learning for speaker and language recognition
· Confidence estimation for speaker and language recognition
· Corpora and tools for system devel opment and evaluation
· Low-resource (lightly supervised) speaker and language recognition
· Speaker synthesis and transformation
· Human and human-assisted recognition of speaker and language
· Spoofing/presentation attacks: analysis and countermeasures
· Forensic and investigative speaker recognition
· Systems and applications
· Target Speaker Extraction
· Sound event detection