The strong gravitational lens finding challenge | Astronomy & Astrophysics (A&A)

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Volume 625 (May 2019)

A&A, 625 (2019) A119

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Table 3.

AUROC, TPR₀, and TPR₁₀ for the entries in order of AUROC.

Name	Type	AUROC	TPR₀	TPR₁₀	Short description
CMU-DeepLens-Resnet-ground3	Ground-based	0.98	0.09	0.45	CNN
CMU-DeepLens-Resnet-Voting	Ground-based	0.98	0.02	0.10	CNN
LASTRO EPFL	Ground-based	0.97	0.07	0.11	CNN
CAS Swinburne Melb	Ground-based	0.96	0.02	0.08	CNN
AstrOmatic	Ground-based	0.96	0.00	0.01	CNN
Manchester SVM	Ground-based	0.93	0.22	0.35	SVM/Gabor
Manchester2	Ground-based	0.89	0.00	0.01	Human Inspection
ALL-star	Ground-based	0.84	0.01	0.02	Edges/gradiants and Logistic Reg.
CAST	Ground-based	0.83	0.00	0.00	CNN/SVM
YattaLensLite	Ground-based	0.82	0.00	0.00	SExtractor
LASTRO EPFL	Space-based	0.93	0.00	0.08	CNN
CMU-DeepLens-Resnet	Space-based	0.92	0.22	0.29	CNN
GAMOCLASS	Space-based	0.92	0.07	0.36	CNN
CMU-DeepLens-Resnet-Voting	Space-based	0.91	0.00	0.01	CNN
AstrOmatic	Space-based	0.91	0.00	0.01	CNN
CMU-DeepLens-Resnet-aug	Space-based	0.91	0.00	0.00	CNN
Kapteyn Resnet	Space-based	0.82	0.00	0.00	CNN
CAST	Space-based	0.81	0.07	0.12	CNN
Manchester1	Space-based	0.81	0.01	0.17	Human Inspection
Manchester SVM	Space-based	0.81	0.03	0.08	SVM/Gabor
NeuralNet2	Space-based	0.76	0.00	0.00	CNN/wavelets
YattaLensLite	Space-based	0.76	0.00	0.00	Arcs/SExtractor
All-now	Space-based	0.73	0.05	0.07	Edges/gradiants and Logistic Reg.
GAHEC IRAP	Space-based	0.66	0.00	0.01	Arc finder

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