uid
stringclasses
10 values
dataset_id
stringclasses
1 value
year
int64
2.02k
2.03k
platform
stringclasses
2 values
gps_quality
stringclasses
3 values
imu_drift_rate
stringclasses
3 values
vision_odometry_quality
stringclasses
3 values
altimeter_stability
stringclasses
3 values
sensor_fusion_residual
stringclasses
2 values
ops_summary
stringclasses
10 values
question
stringclasses
1 value
ground_truth_label
stringclasses
2 values
ground_truth_rationale
stringclasses
10 values
outcome_signal
stringclasses
2 values
source_citation
stringclasses
1 value
DRNS-001
drone-navigation-sensor-coherence-risk-v0.1
2,025
quadrotor
high
low
high
stable
low
Sensors agree and fusion residual low.
Is navigation-sensor coherence intact. Answer coherent or incoherent.
coherent
Cross-sensor alignment holds.
stable_flight
Synthetic
DRNS-002
drone-navigation-sensor-coherence-risk-v0.1
2,025
quadrotor
low
high
low
drifting
high
GPS weak, IMU drifts, vision poor.
Is navigation-sensor coherence intact. Answer coherent or incoherent.
incoherent
Fusion residual rising signals drift.
navigation_loss_risk
Synthetic
DRNS-003
drone-navigation-sensor-coherence-risk-v0.1
2,025
vtol
high
low
medium
stable
low
GPS strong and residual controlled.
Is navigation-sensor coherence intact. Answer coherent or incoherent.
coherent
Fusion stable.
stable_flight
Synthetic
DRNS-004
drone-navigation-sensor-coherence-risk-v0.1
2,025
vtol
medium
high
medium
unstable
high
IMU drift not corrected fast enough.
Is navigation-sensor coherence intact. Answer coherent or incoherent.
incoherent
Residual high with unstable altitude.
navigation_loss_risk
Synthetic
DRNS-005
drone-navigation-sensor-coherence-risk-v0.1
2,024
quadrotor
high
low
high
stable
low
Stable tracking.
Is navigation-sensor coherence intact. Answer coherent or incoherent.
coherent
Sensors consistent.
stable_flight
Synthetic
DRNS-006
drone-navigation-sensor-coherence-risk-v0.1
2,024
quadrotor
medium
high
low
drifting
high
Vision dropouts and drift.
Is navigation-sensor coherence intact. Answer coherent or incoherent.
incoherent
Mismatch persists.
navigation_loss_risk
Synthetic
DRNS-007
drone-navigation-sensor-coherence-risk-v0.1
2,024
vtol
high
low
medium
stable
low
Acceptable odometry.
Is navigation-sensor coherence intact. Answer coherent or incoherent.
coherent
Residual bounded.
stable_flight
Synthetic
DRNS-008
drone-navigation-sensor-coherence-risk-v0.1
2,024
vtol
low
medium
low
unstable
high
Multi-sensor disagreement.
Is navigation-sensor coherence intact. Answer coherent or incoherent.
incoherent
Unreliable localization.
navigation_loss_risk
Synthetic
DRNS-009
drone-navigation-sensor-coherence-risk-v0.1
2,023
quadrotor
high
low
high
stable
low
Coherent sensors.
Is navigation-sensor coherence intact. Answer coherent or incoherent.
coherent
Aligned.
stable_flight
Synthetic
DRNS-010
drone-navigation-sensor-coherence-risk-v0.1
2,023
quadrotor
low
high
medium
drifting
high
GPS denied and drift increasing.
Is navigation-sensor coherence intact. Answer coherent or incoherent.
incoherent
Fusion residual indicates failure.
navigation_loss_risk
Synthetic