THE POPULATION OF GALAXY–GALAXY STRONG LENSES IN FORTHCOMING OPTICAL IMAGING SURVEYS
Open accessAbstract
Ongoing and future imaging surveys represent significant improvements in depth, area, and seeing compared to current data sets. These improvements offer the opportunity to discover up to three orders of magnitude more galaxy–galaxy strong lenses than are currently known. In this work we forecast the number of lenses that will be discoverable in forthcoming surveys and simulate their properties. We generate a population of statistically realistic strong lenses and simulate observations of this population for the Dark Energy Survey (DES), the Large Synoptic Survey Telescope (LSST), and Euclid surveys. We verify our model against the galaxy-scale lens search of the Canada–France–Hawaii Telescope Legacy Survey, predicting 250 discoverable lenses compared to 220 found by Gavazzi et al. The predicted Einstein radius distribution is also remarkably similar to that found by Sonnenfeld et al. For future surveys we find that, assuming Poisson limited lens galaxy subtraction, searches of the DES, LSST, and Euclid data sets should discover 2400, 120000, and 170000 galaxy–galaxy strong lenses, respectively. Finders using blue-minus-red ( ) difference imaging for lens subtraction can discover 1300 and 62000 lenses in DES and LSST. The uncertainties on the model are dominated by the high-redshift source population, which typically gives fractional errors on the discoverable lens number at the level of tens of percent. We find that doubling the signal-to-noise ratio required for a lens to be detectable approximately halves the number of detectable lenses in each survey, indicating the importance of understanding the selection function and the sensitivity of future lens finders in interpreting strong lens statistics. We make our population forecasting and simulated observation codes publicly available so that the selection function of strong lens finders can easily be calibrated.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The Einstein radius distribution of galaxy-galaxy lenses in the Universe is expected to peak at 0.4 arcsec.
“The Einstein radius distribution of galaxy-galaxy lenses in the Universe is expected to peak at 0 . ′′ 4 (Collett 2015)”
From Euclid Quick Data Release (Q1): XXVIII. The Strong Lensing Discovery Engine C – Finding lenses with machine learning (2026) · cites this paper as Collett 2015
Section 3 says the lens distribution peaks at approximately 0.5 arcsec, not 0.4 arcsec. Section 2.3 likewise says most lenses in the idealized whole-sky model have Einstein radii around 0.5 arcsec. Page numbers are unavailable in our copy. (LLM, conf=0.88)
Checked by a reasoning model — may be wrong.
Experimental — accuracy not yet measuredSimulations S1 and S3 tend to produce larger Einstein radii than S2, and all simulation sets have larger radii than predicted by the forecast.
“Simulations S1 and S3 tend to produce larger Einstein radii than S2, and all simulation sets have larger radii than predicted by the forecast.”
From Euclid Quick Data Release (Q1): XXVIII. The Strong Lensing Discovery Engine C – Finding lenses with machine learning (2026) · cites this paper as Collett 2015
Section 2.3 (page unavailable) reports the paper’s forecast that most lenses have Einstein radii around 0.5 arcsec. The paper does not identify simulation sets S1, S2, or S3 or compare their radii with one another or with that forecast. (LLM, conf=0.81)
Experimental — accuracy not yet measuredThe distributions of lens redshifts from simulations mostly align with the forecast by Collett (2015), while there is much more variation in source redshift distribution.
“These distributions mostly align for the lens redshifts, while there is much more variation in source redshift distribution.”
From Euclid Quick Data Release (Q1): XXVIII. The Strong Lensing Discovery Engine C – Finding lenses with machine learning (2026) · cites this paper as Collett 2015
Section 6.2 (page unavailable) presents Collett’s forecast lens and source redshift distributions, so the paper supplies a basis for the citing authors’ comparison. It does not assess whether other simulations align with its lens-redshift forecast or show greater variation in their source-redshift distributions. Within its own survey forecasts, it instead reports no significant variation in source-redshift distributions. (LLM, conf=0.78)
Experimental — accuracy not yet measuredThe distribution of Einstein radii from Q1 lens modelling aligns reasonably well with the simulations but is shifted to larger radii compared to the forecast.
“The distribution from Q1 lens modelling aligns reasonably well with the simulations but is shifted to larger radii compared to the forecast.”
From Euclid Quick Data Release (Q1): XXVIII. The Strong Lensing Discovery Engine C – Finding lenses with machine learning (2026) · cites this paper as Collett 2015
Section 5 compares modelled SL2S Einstein radii with Collett’s forecast and says the distributions are similar, supporting the general comparison. It does not discuss Q1 lens modelling or say that its distribution is shifted toward larger radii; Figure 3’s caption likewise identifies the comparison as SL2S rather than Q1. No page number is available in our copy. (LLM, conf=0.86)
Experimental — accuracy not yet measuredThe statistics from the 97 known grade A Euclid lenses and 26,222 non-lens Euclid cutouts were scaled to match the ratio of expected lenses according to Collett (2015).
“Since the ratio of 97:26 222 does not reflect the proportion of lenses expected in real Euclid data, we scale the statistics to match the ratio of expected lenses according to Collett (2015).”
From Euclid Quick Data Release (Q1): XXVIII. The Strong Lensing Discovery Engine C – Finding lenses with machine learning (2026) · cites this paper as Collett (2015)
Section 6 (page not supplied) forecasts 170,000 discoverable lenses in Euclid, supporting the use of Collett (2015) for an expected lens count. The passages do not give a lens-to-non-lens ratio or describe scaling the citing authors’ 97 lens and 26,222 non-lens cutouts; those parts are not supported by this source. (LLM, conf=0.82)
Experimental — accuracy not yet measured
Euclid is forecasted to discover 170,000 strong gravitational lenses.
“with 170 000 lenses forecasted to be discovered amongst the 1.5 billion galaxies it will observe.”
From Euclid Quick Data Release (Q1): XXVIII. The Strong Lensing Discovery Engine C – Finding lenses with machine learning (2026) · cites this paper as Collett 2015
Collett (2015) forecasted that Euclid would have around 170 000 strong lenses discoverable within its footprint.
“Collett (2015) forecasted that Euclid would have around 170 000 strong lenses discoverable within its footprint.”
From Euclid Quick Data Release (Q1): XXVIII. The Strong Lensing Discovery Engine C – Finding lenses with machine learning (2026) · cites this paper as Collett 2015
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
The Sloan Digital Sky Survey: Technical Summary
York, D. G., Adelman-McCarthy, J., Anderson, J. E., Anderson, S. F., Annis, J., Bahcall, N. A., Bakken, J. A., Barkhouser, R. H., Bastian, S., Berman, E., et al. (2000) · The Astronomical Journal · doi:10.1086/301513 · Cited by 10,392 · see citing works
Simulations of the formation, evolution and clustering of galaxies and quasars
Springel, V., White, S. D. M., Jenkins, A. R., Frenk, C. S., Yoshida, N., Gao, L., Navarro, J. F., Thacker, R. J., Croton, D., Helly, J. C., et al. (2005) · Nature · doi:10.1038/nature03597 · Cited by 5,060 · see citing works
LSST: from Science Drivers to Reference Design and Anticipated Data Products
Ivezić, Ž., Kahn, S. M., Tyson, J. A., Abel, B., Acosta, E., Allsman, R., Alonso, D., AlSayyad, Y., Anderson, S. F., Andrew, J., et al. (2008) · arXiv · doi:10.48550/arxiv.0805.2366 · Cited by 4,357 · see citing works
Euclid Definition Study Report
Laureijs, R., Amiaux, J., Arduini, S., Auguères, J., Brinchmann, J., Cole, R., Cropper, M., Dabin, C., Duvet, L., Ealet, A., et al. (2011) · CERN Document Server (European Organization for Nuclear Research) · doi:10.48550/arxiv.1110.3193 · Cited by 1,767 · see citing works
COSMOS PHOTOMETRIC REDSHIFTS WITH 30-BANDS FOR 2-deg 2
Ilbert, O., Capak, P. L., Salvato, M., Aussel, H., McCracken, H. J., Sanders, D. B., Scoville, N., Kartaltepe, J. S., Arnouts, S., Floc'h, E. L., et al. (2008) · The Astrophysical Journal · doi:10.1088/0004-637x/690/2/1236 · Cited by 1,258 · see citing works
Refsdal, S. (1964) · Monthly Notices of the Royal Astronomical Society · doi:10.1093/mnras/128.4.307 · Cited by 1,067 · see citing works
The formation history of elliptical galaxies
Lucia, G. D., Springel, V., White, S. D. M., Croton, D., & Kauffmann, G. (2006) · Monthly Notices of the Royal Astronomical Society · doi:10.1111/j.1365-2966.2005.09879.x · Cited by 1,008 · see citing works
0957 + 561 A, B: twin quasistellar objects or gravitational lens?
Walsh, D., Carswell, R. F., & Weymann, R. J. (1979) · Nature · doi:10.1038/279381a0 · Cited by 994 · see citing works
Auger, M. W., Treu, T., Bolton, A. S., Gavazzi, R., Koopmans, L. V. E., Marshall, P. J., Moustakas, L. A., & Burles, S. M. (2010) · The Astrophysical Journal · doi:10.1088/0004-637x/724/1/511 · Cited by 570 · see citing works
Bolton, A. S., Burles, S. M., Koopmans, L. V. E., Treu, T., & Moustakas, L. A. (2006) · The Astrophysical Journal · doi:10.1086/498884 · Cited by 531 · see citing works
Gravitationally lensed quasars and supernovae in future wide-field optical imaging surveys
Oguri, M., & Marshall, P. J. (2010) · Monthly Notices of the Royal Astronomical Society · doi:10.1111/j.1365-2966.2010.16639.x · Cited by 433 · see citing works
The Cosmic Lens All-Sky Survey - I. Source selection and observations
Myers, S. T., Jackson, N. J., Browne, I. W. A., Bruyn, A. G. D., Pearson, T. J., Readhead, A. C. S., Wilkinson, P. N., Biggs, A. D., Blandford, R. D., Fassnacht, C. D., et al. (2003) · Monthly Notices of the Royal Astronomical Society · doi:10.1046/j.1365-8711.2003.06256.x · Cited by 392 · see citing works
Multiple images of a highly magnified supernova formed by an early-type cluster galaxy lens
Kelly, P. L., Rodney, S., Treu, T., Foley, R. J., Brammer, G., Schmidt, K. B., Zitrin, A., Sonnenfeld, A., Strolger, L.-G., Graur, O., et al. (2015) · Science · doi:10.1126/science.aaa3350 · Cited by 316 · see citing works
MegaCam: the new Canada-France-Hawaii Telescope wide-field imaging camera
Boulade, O., Charlot, X., Abbon, P., Aune, S., Borgeaud, P., Carton, P.-H., Carty, M., Costa, J. D., Deschamps, H., Desforge, D., et al. (2003) · Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE · doi:10.1117/12.459890 · Cited by 280 · see citing works
Barnabè, M., Czoske, O., Koopmans, L. V. E., Treu, T., & Bolton, A. S. (2011) · Monthly Notices of the Royal Astronomical Society · doi:10.1111/j.1365-2966.2011.18842.x · Cited by 243 · see citing works
Internal and Collective Properties of Galaxies in the Sloan Digital Sky Survey
Choi, Y., Park, C., & Vogeley, M. S. (2007) · The Astrophysical Journal · doi:10.1086/511060 · Cited by 243 · see citing works
COSMOLOGY FROM GRAVITATIONAL LENS TIME DELAYS AND PLANCK DATA
Suyu, S. H., Treu, T., Hilbert, S., Sonnenfeld, A., Auger, M. W., Blandford, R. D., Collett, T. E., Courbin, F., Fassnacht, C. D., Koopmans, L. V. E., et al. (2014) · The Astrophysical Journal Letters · doi:10.1088/2041-8205/788/2/l35 · Cited by 235 · see citing works
Self-citationSonnenfeld, A., Treu, T., Gavazzi, R., Suyu, S. H., Marshall, P. J., Auger, M. W., & Nipoti, C. (2013) · The Astrophysical Journal · doi:10.1088/0004-637x/777/2/98 · Cited by 216 · see citing works
The Sloan Lens ACS Survey. VI. Discovery and Analysis of a Double Einstein Ring1
Gavazzi, R., Treu, T., Koopmans, L. V. E., Bolton, A. S., Moustakas, L. A., Burles, S. M., & Marshall, P. J. (2008) · The Astrophysical Journal · doi:10.1086/529541 · Cited by 203 · see citing works
Vegetti, S., Koopmans, L. V. E., Auger, M. W., Treu, T., & Bolton, A. S. (2014) · Monthly Notices of the Royal Astronomical Society · doi:10.1093/mnras/stu943 · Cited by 197 · see citing works
Sonnenfeld, A., Treu, T., Gavazzi, R., Marshall, P. J., Auger, M. W., Suyu, S. H., Koopmans, L. V. E., & Bolton, A. S. (2012) · The Astrophysical Journal · doi:10.1088/0004-637x/752/2/163 · Cited by 172 · see citing works
More, A., Cabanac, R., More, S., Alard, C., Limousin, M., Kneib, J., Gavazzi, R., & Motta, V. (2012) · The Astrophysical Journal · doi:10.1088/0004-637x/749/1/38 · Cited by 167 · see citing works
Sonnenfeld, A., Treu, T., Marshall, P. J., Suyu, S. H., Gavazzi, R., Auger, M. W., & Nipoti, C. (2015) · The Astrophysical Journal · doi:10.1088/0004-637x/800/2/94 · Cited by 162 · see citing works
The luminosity and stellar mass Fundamental Plane of early-type galaxies
Hyde, J. B., & Bernardi, M. (2009) · Monthly Notices of the Royal Astronomical Society · doi:10.1111/j.1365-2966.2009.14783.x · Cited by 158 · see citing works
THE SLOAN DIGITAL SKY SURVEY QUASAR LENS SEARCH. V. FINAL CATALOG FROM THE SEVENTH DATA RELEASE
Inada, N., Oguri, M., Shin, M.-S., Kayo, I., Strauss, M. A., Morokuma, T., Rusu, C. E., Fukugita, M., Kochanek, C. S., Richards, G. T., et al. (2012) · The Astronomical Journal · doi:10.1088/0004-6256/143/5/119 · Cited by 154 · see citing works
Quider, A. M., Pettini, M., Shapley, A. E., & Steidel, C. C. (2009) · Monthly Notices of the Royal Astronomical Society · doi:10.1111/j.1365-2966.2009.15234.x · Cited by 141 · see citing works
Cosmological constraints from the double source plane lens SDSSJ0946+1006
Collett, T. E., & Auger, M. W. (2014) · Monthly Notices of the Royal Astronomical Society · doi:10.1093/mnras/stu1190 · Cited by 140 · see citing works
Self-citationSonnenfeld, A., Gavazzi, R., Suyu, S. H., Treu, T., & Marshall, P. J. (2013) · The Astrophysical Journal · doi:10.1088/0004-637x/777/2/97 · Cited by 127 · see citing works
Gavazzi, R., Marshall, P. J., Treu, T., & Sonnenfeld, A. (2014) · The Astrophysical Journal · doi:10.1088/0004-637x/785/2/144 · Cited by 125 · see citing works
THE EVOLUTION OF MASS-SIZE RELATION FOR LYMAN BREAK GALAXIES FROM z = 1 to z = 7
Mosleh, M., Williams, R. J., Franx, M., et al. (2012) · The Astrophysical Journal Letters · doi:10.1088/2041-8205/756/1/l12 · Cited by 116 · see citing works
Detection of the Gravitational Lens Magnifying a Type Ia Supernova
Quimby, R., Oguri, M., More, A., More, S., Moriya, T. J., Werner, M. C., Tanaka, M., Folatelli, G., Bersten, M. C., Maeda, K., et al. (2014) · Science · doi:10.1126/science.1250903 · Cited by 104 · see citing works
REDSHIFT EVOLUTION OF THE GALAXY VELOCITY DISPERSION FUNCTION
Bezanson, R., van Dokkum, P. G., Franx, M., Brammer, G. B., Brinchmann, J., Kriek, M., Labbé, I., Quadri, R. F., Rix, H.-W., van de Sande, J., et al. (2011) · The Astrophysical Journal Letters · doi:10.1088/2041-8205/737/2/l31 · Cited by 95 · see citing works
Oguri, M., Inada, N., Strauss, M. A., Kochanek, C. S., Kayo, I., Shin, M., Morokuma, T., Richards, G. T., Rusu, C. E., Frieman, J. A., et al. (2012) · The Astronomical Journal · doi:10.1088/0004-6256/143/5/120 · Cited by 89 · see citing works
Gavazzi, R., Treu, T., Marshall, P. J., et al. (2012) · The Astrophysical Journal · doi:10.1088/0004-637x/761/2/170 · Cited by 85 · see citing works
THE EFFECT OF ENVIRONMENT ON SHEAR IN STRONG GRAVITATIONAL LENSES
Wong, K. C., Keeton, C. R., Williams, K. A., Momcheva, I. G., & Zabludoff, A. I. (2010) · The Astrophysical Journal · doi:10.1088/0004-637x/726/2/84 · Cited by 82 · see citing works
Herschel *-ATLAS: deep HST/WFC3 imaging of strongly lensed submillimetre galaxies
Negrello, M., Hopwood, R., Dye, S., da Cunha, E., Serjeant, S., Fritz, J., Rowlands, K., Fleuren, S., Bussmann, R. S., Cooray, A. R., et al. (2014) · Monthly Notices of the Royal Astronomical Society · doi:10.1093/mnras/stu413 · Cited by 80 · see citing works
THE BIVARIATE SIZE-LUMINOSITY RELATIONS FOR LYMAN BREAK GALAXIES ATz∼ 4-5
Huang, K.-H., Ferguson, H. C., Ravindranath, S., et al. (2013) · The Astrophysical Journal · doi:10.1088/0004-637x/765/1/68 · Cited by 79 · see citing works
HyperSuprime: project overview
Miyazaki, S., Komiyama, Y., Nakaya, H., et al. (2006) · Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE · doi:10.1117/12.672739 · Cited by 70 · see citing works
The Dark Energy Survey and operations: Year 1
Diehl, H. T., Abbott, T. M. C., Annis, J. T., et al. (2014) · Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE · doi:10.1117/12.2056982 · Cited by 68 · see citing works
Constraining the dark energy equation of state with double-source plane strong lenses
Collett, T. E., Auger, M. W., Belokurov, V., Marshall, P. J., & Hall, A. C. (2012) · Monthly Notices of the Royal Astronomical Society · doi:10.1111/j.1365-2966.2012.21424.x · Cited by 60 · see citing works
Self-citationNewton, E. R., Marshall, P. J., Treu, T., Auger, M. W., Gavazzi, R., Bolton, A. S., Koopmans, L. V. E., & Moustakas, L. A. (2011) · The Astrophysical Journal · doi:10.1088/0004-637x/734/2/104 · Cited by 58 · see citing works
Gravitational Lensing Statistics in Universes Dominated by Dark Energy
Kuhlen, M., Keeton, C. R., & Madau, P. (2004) · The Astrophysical Journal · doi:10.1086/380303 · Cited by 50 · see citing works
A PCA-based automated finder for galaxy-scale strong lenses
Joseph, R., Courbin, F., Metcalf, R. B., Giocoli, C., Hartley, P., Jackson, N. J., Bellagamba, F., Kneib, J., Koopmans, L. V. E., Lemson, G., et al. (2014) · Astronomy and Astrophysics · doi:10.1051/0004-6361/201423365 · Cited by 48 · see citing works
MODELING THE TRANSFER FUNCTION FOR THE DARK ENERGY SURVEY
Chang, C., Busha, M. T., Wechsler, R. H., Refregier, A. R., Amara, A., Rykoff, E. S., Becker, M. R., Bruderer, C., Gamper, L., Leistedt, B., et al. (2015) · The Astrophysical Journal · doi:10.1088/0004-637x/801/2/73 · Cited by 47 · see citing works
An atlas of predicted exotic gravitational lenses
de Xivry, G. O., & Marshall, P. (2009) · Monthly Notices of the Royal Astronomical Society · doi:10.1111/j.1365-2966.2009.14925.x · Cited by 44 · see citing works
Connolly, A. J., Peterson, J. R., Jernigan, J. G., Abel, R., Bankert, J., Chang, C., Claver, C. F., Gibson, R. R., Gilmore, D. K., Grace, E., et al. (2010) · Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE · doi:10.1117/12.857819 · Cited by 40 · see citing works
Shu, Y., Bolton, A. S., Schlegel, D. J., et al. (2012) · The Astronomical Journal · doi:10.1088/0004-6256/143/4/90 · Cited by 38 · see citing works
UP TO 100,000 RELIABLE STRONG GRAVITATIONAL LENSES IN FUTURE DARK ENERGY EXPERIMENTS
Serjeant, S. (2014) · The Astrophysical Journal Letters · doi:10.1088/2041-8205/793/1/l10 · Cited by 37 · see citing works
DISCOVERY OF A QUADRUPLE LENS IN CANDELS WITH A RECORD LENS REDSHIFT z = 1.53
van der Wel, A., van de Ven, G., Maseda, M., et al. (2013) · The Astrophysical Journal Letters · doi:10.1088/2041-8205/777/1/l17 · Cited by 35 · see citing works
A 7 deg2 survey for galaxy-scale gravitational lenses with the HST imaging archive★
Pawase, R. S., Courbin, F., Faure, C., Kokotanekova, R., & Meylan, G. (2014) · Monthly Notices of the Royal Astronomical Society · doi:10.1093/mnras/stu179 · Cited by 35 · see citing works
Marshall, P. J., Blandford, R. D., & Sako, M. (2005) · New Astronomy Reviews · doi:10.1016/j.newar.2005.08.009 · Cited by 33 · see citing works
DISCOVERY OF A STRONG LENSING GALAXY EMBEDDED IN A CLUSTER AT z = 1.62
Wong, K. C., Tran, K., Suyu, S. H., et al. (2014) · The Astrophysical Journal Letters · doi:10.1088/2041-8205/789/2/l31 · Cited by 27 · see citing works
Characterization of DECam focal plane detectors
Diehl, H. T., Angstadt, R., Campa, J., et al. (2008) · Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE · doi:10.1117/12.790053 · Cited by 27 · see citing works
Lensing Probabilities for Spectroscopically Selected Galaxy‐Galaxy Strong Lenses
Dobler, G., Keeton, C. R., Bolton, A. S., et al. (2008) · The Astrophysical Journal · doi:10.1086/589958 · Cited by 25 · see citing works
VIS: the visible imager for Euclid
Cropper, M. S., Cole, R., James, A., et al. (2012) · Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE · doi:10.1117/12.927241 · Cited by 22 · see citing works
The evolution of late-type galaxies from CASSOWARY lensing systems
Kostrzewa-Rutkowska, Z., Wyrzykowski, Ł., Auger, M. W., et al. (2014) · Monthly Notices of the Royal Astronomical Society · doi:10.1093/mnras/stu783 · Cited by 20 · see citing works
Ray-tracing simulations of coupled dark energy models
Pace, F., Baldi, M., Moscardini, L., Bacon, D., & Crittenden, R. (2014) · Monthly Notices of the Royal Astronomical Society · doi:10.1093/mnras/stu2513 · Cited by 18 · see citing works
Gravitational lens modelling in a citizen science context
Küng, R., Saha, P., More, A., Baeten, E., Coles, J., Cornen, C., Macmillan, C., Marshall, P. J., More, S., Odermatt, J., et al. (2015) · Monthly Notices of the Royal Astronomical Society · doi:10.1093/mnras/stu2554 · Cited by 16 · see citing works
Morphologies of ~190,000 Galaxies at z=0-10 Revealed with HST Legacy Data I. Size EvolutionPreprint
Shibuya, T., Ouchi, M., & Harikane, Y. (2015) · arXiv (Cornell University) · doi:10.48550/arxiv.1503.07481 · Cited by 8 · see citing works
Flagged first, then by citations
Research works printed but not linked: 7
- Barone-Nugent, R. L., Wyithe, J. S. B., Trenti, M., et al. 2015, arXiv:1502.03887 · arXiv
- Brault, F., & Gavazzi, R. 2014, arXiv:1411.1265 · arXiv
- Loncan, L., Almeida, L. B., Bioucas-Dias, J. M., et al. 2015, arXiv:1504.04531 · arXiv
- Marshall, P. J., Verma, A., More, A., et al. 2015, arXiv:1504.06148 · arXiv
- Mason, C. A., Treu, T., Schmidt, K. B., et al. 2015, arXiv:1502.03795 · arXiv
- More, A., Verma, A., Marshall, P. J., et al. 2015, arXiv:1504.05587 · arXiv
- Schneider, P., Ehlers, J., & Falco, E. E. 1992 (Berlin: Springer-Verlag)
Cited by
Sorted by citations
CMU DeepLens: deep learning for automatic image-based galaxy–galaxy strong lens finding
Lanusse, F., Ma, Q., Li, N., Collett, T. E., Li, C.-L., Ravanbakhsh, S., Mandelbaum, R., & Póczos, B. (2018) · Monthly Notices of the Royal Astronomical Society · doi:10.1093/mnras/stx1665 · Cited by 191 · see citing works
Self-citationThe strong gravitational lens finding challenge
Metcalf, R. B., Meneghetti, M., Avestruz, C., Bellagamba, F., Bom, C. R., Bertin, E., Cabanac, R., Courbin, F., Davies, A., Decencière, E., et al. (2019) · Astronomy & Astrophysics · doi:10.1051/0004-6361/201832797 · Cited by 152 · see citing works
Finding strong lenses in CFHTLS using convolutional neural networks
Jacobs, C., Glazebrook, K., Collett, T., More, A., & McCarthy, C. (2017) · Monthly Notices of the Royal Astronomical Society · doi:10.1093/mnras/stx1492 · Cited by 133 · see citing works
Self-citationQi, J.-Z., Zhao, J.-W., Cao, S., Biesiada, M., & Liu, Y. (2021) · Monthly Notices of the Royal Astronomical Society · doi:10.1093/mnras/stab638 · Cited by 52 · see citing works
Mining for Strong Gravitational Lenses with Self-supervised Learning
Stein, G., Blaum, J., Harrington, P., Medan, T., & Lukić, Z. (2022) · The Astrophysical Journal · doi:10.3847/1538-4357/ac6d63 · Cited by 52 · see citing works
Wilde, J., Serjeant, S., Bromley, J. M., Dickinson, H., Koopmans, L. V. E., & Metcalf, R. B. (2022) · Monthly Notices of the Royal Astronomical Society · doi:10.1093/mnras/stac562 · Cited by 31 · see citing works
Pearce-Casey, R., Nagam, B. C., Wilde, J., Busillo, V., Ulivi, L., Andika, I. T., Manjón-García, A., Leuzzi, L., Matavulj, P., Serjeant, S., et al. (2025) · Astronomy & Astrophysics · doi:10.1051/0004-6361/202453152 · Cited by 18 · see citing works
Self-citationCañameras, R., Schuldt, S., Shu, Y., Suyu, S. H., Taubenberger, S., Andika, I. T., Bag, S., Inoue, K. T., Jaelani, A. T., Leal-Taixé, L., et al. (2024) · Astronomy & Astrophysics · doi:10.1051/0004-6361/202347072 · Cited by 19 · see citing works
<i>Euclid</i> : A complete Einstein ring in NGC 6505
O’Riordan, C. M., Oldham, L. J., Nersesian, A., Li, T., Collett, T. E., Sluse, D., Altieri, B., Clément, B., Vasan, K. G. C., Rhoades, S., et al. (2025) · Astronomy & Astrophysics · doi:10.1051/0004-6361/202453014 · Cited by 17 · see citing works
Self-citationEuclid Collaboration, Lines, N. E. P., Collett, T. E., Walmsley, M., Rojas, K., Li, T., Leuzzi, L., Manjón-García, A., Vincken, S. H., Wilde, J., et al. (2026) · Astronomy & Astrophysics · doi:10.1051/0004-6361/202554542 · Cited by 14 · see citing works
Self-citationSelf-supervised similarity search for large scientific datasets
Stein, G., Harrington, P., Blaum, J., Medan, T., & Lukic, Z. (2021) · arXiv · doi:10.48550/arxiv.2110.13151 · Cited by 13 · see citing works
Test of the Equivalence Principle in the Dark sector on galactic scales
Mohapi, N., Hees, A., & Larena, J. (2016) · Journal of Cosmology and Astroparticle Physics · doi:10.1088/1475-7516/2016/03/032 · Cited by 12 · see citing works
Nagam, B. C., Acevedo Barroso, J. A., Wilde, J., Andika, I. T., Manjón-García, A., Pearce-Casey, R., Stern, D., Nightingale, J. W., Moustakas, L. A., McCarthy, K., et al. (2025) · Astronomy & Astrophysics · doi:10.1051/0004-6361/202554132 · Cited by 8 · see citing works
Self-citation
- Authors
- Collett, T. E.
- Affiliations
- University of Portsmouth (GB)
- Corresponding author
- Collett, Thomas E.
- ORCID
- Collett, Thomas E.
- Venue
- The Astrophysical Journal
- Publisher
- American Astronomical Society
- Published
- 2015-09-16
- Volume
- 811
- Issue
- 1
- Pages
- 20
- ISSN
- 0004-637X (ISSN-L)
- 1538-4357
- OpenAlex
- W1694049600
- Cited by
- 354
- References
- 59
- Citations by year
- 2026: 35 · 2025: 59 · 2024: 44 · 2023: 47 · 2022: 48 · 2021: 37 · 2020: 26 · 2019: 22 · 2018: 14 · 2017: 13 · 2016: 9
- FWCI
- 6.68
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- Locations
- The Astrophysical Journal (publishedVersion)
- arXiv (Cornell University) (submittedVersion)
- arXiv (Cornell University)
- Topics
- Physical Sciences › Physics and Astronomy › Astronomy and Astrophysics › Galaxies: Formation, Evolution, Phenomena
- Physical Sciences › Physics and Astronomy › Astronomy and Astrophysics › Astrophysical Phenomena and Observations
- Physical Sciences › Physics and Astronomy › Astronomy and Astrophysics › Cosmology and Gravitation Theories
- Keywords
- strong gravitational lensing, image subtraction, selection function, Dark Energy Survey, LSST, Euclid, signal-to-noise ratio
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review