ChatPPG.
Join free

Model family 03 of 04

Sensor–language

Sensor–language models connect wearable recordings with text. Some align signals and captions for retrieval, others generate reports or answer questions about a recording, and a few are language agents that call signal-processing tools.

Signals ↔ language
Models
16
Open weights
4
Benchmarks
6
Years
22–26
  • Text · 10
  • PPG · 7
  • ECG · 7
  • IMU · 6
  • EEG · 4
  • time-series · 2
03
Conceptual diagram of the family's data flow, not a model architecture.

16 sensor–language models

Newest first · one primary role per record

Where these models are benchmarked

All leaderboards

Datasets these models use

All datasets

Families are editorial primary-role groupings reviewed against each model record, not an architecture taxonomy. A model appears in one family even when it could fit more than one. Diagrams are conceptual.

Other families

All 162 models

Flow previews are paused. Each diagram shows the complete process.

0143 modelsSignal encodersEncode a waveform into features for downstream tasks.Explore models0222 modelsMultimodalLearn relationships across pulse, heart and motion signals.Explore models0316 modelsSensor–languageAlign recordings with text for retrieval or interpretation.You are here042 modelsForecastingUse past measurements to estimate what may come next.Explore models

Conceptual diagrams, not model architectures. One primary role per record; families can overlap.

Other / unclassified 79