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ResearchFormerly WizWand

Source Localization

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

88.3Precision (%)

14

Feb 26, 2026

2000 single source activations 20 dB SNR (val)

0.19EMD

12

Mar 12, 2026

81.94Precision

9

Feb 26, 2026

Single-Source ISLC Noise field ID held-out

94Source Recovery (SR)

8

Apr 30, 2026

Single-Source ISLC Energy field ID held-out

63SR

8

Apr 30, 2026

Single-Source ISLC Gas field (ID held-out)

96SR

8

Apr 30, 2026

Single-Source ISLC Electric field ID held-out

82SR

8

Apr 30, 2026

Single-Source ISLC Magnetic field ID held-out

94SR

8

Apr 30, 2026

Single-Source ISLC Concentration field ID held-out

94SR

8

Apr 30, 2026

Single-Source ISLC Temperature field (ID held-out)

95SR

8

Apr 30, 2026

Obstacle-rich environments Temperature field (Dense)

80SR

7

Apr 30, 2026

Obstacle-rich environments Temperature field (Moderate)

86Success Rate (SR)

7

Apr 30, 2026

Obstacle-rich environments Sparse Temperature field

90Success Rate (SR)

7

Apr 30, 2026

20.76EMD

7

Feb 26, 2026

13.87EMD

7

Feb 26, 2026

3.97EMD

7

Feb 26, 2026

RESYN reverberant (D3)

32.28EMD

7

Feb 26, 2026

RESYN reverberant (D2)

24.45EMD

7

Feb 26, 2026

RESYN reverberant (D1)

8.24EMD

7

Feb 26, 2026

Location finding problem 2D environment with 2 hidden sources T=30 iterations, B=4, R=20

0.07DKL(pT || p*)

5

Feb 26, 2026

Car Resonance geometries (test)

2.26MAE

2

May 14, 2026