GCaMP8 inference: 2026 benchmark
Research context
study · conditional · As of 2026-10-10
peer reviewed · 2026-07-27
- Study design
- Simultaneous calcium imaging/juxtacellular electrophysiology with GCaMP variants; CASCADE uses leave-one-neuron-out cross-validation, with MLSpike/OASIS algorithm comparisons tuned by grid search without that cross-validation.
- Reported result
- Demonstrates indicator-dependent benefits and failures of model transfer.
- Limitations
- Recording quality, neuron type, indicator kinetics and algorithm-specific validation designs bound results; recalibration need not transfer to other preparations.
Rupprecht and colleagues benchmark GCaMP8 inference against simultaneous mouse-neocortical electrophysiology.
Key knowledge
Rupprecht and colleagues benchmark GCaMP8 inference against simultaneous mouse-neocortical electrophysiology. Indicator-specific tuning improves estimates for the tested data, while GCaMP8-tuned models can degrade inference for older indicators; accuracy and single-spike detection still depend on noise.
Conditions and scope
- Ground-truth data include specified cortical pyramidal neurons/interneurons and indicator variants; no universal spike-detection guarantee is made.
Sources · 1
References
Sources retain their recorded scope. A source link alone does not establish verification of every statement.
Evidence and review
Spike inference from calcium imaging data acquired with GCaMP8 indicators: Results/Methods: simultaneous electrophysiology/imaging, CASCADE leave-one-neuron-out cross-validation, comparison with MLSpike/OASIS tuning without that cross-validation, generalization, noise and calibration limits (full relevant original results/discussion plus validation-method distinction)
2026-10-10 · Bounded author source inspection of gcamp8 inference: 2026 benchmark, including the stated conditions; independent branch review is recorded separately.
Entry details
Permanent link to this entry ↗- Record identity
- res-bio-gcamp8-2026
- Revision
- research.1
- Structured reference record
- Postgraduate & research reference