Euclid : The Early Release Observations Lens Search Experiment
Open accessAbstract
We investigated the ability of the Euclid telescope to detect galaxy-scale gravitational lenses. To do so, we performed a systematic visual inspection of the 0.7 deg 2 Euclid Early Release Observations data towards the Perseus cluster using both the high-resolution I E band and the lower-resolution Y E , J E , and H E bands. Each extended source brighter than magnitude 23 in I E was inspected by 41 expert human classifiers. This amounts to 12086 stamps of 10″ × 10″. We found 3 grade A and 13 grade B candidates. We assessed the validity of these 16 candidates by modelling them and checking that they are consistent with a single source lensed by a plausible mass distribution. Five of the candidates pass this check, five others are rejected by the modelling, and six are inconclusive. Extrapolating from the five successfully modelled candidates, we infer that the full 14 000 deg 2 of the Euclid Wide Survey should contain 100 000 −30 000 + 70 000 galaxy-galaxy lenses that are both discoverable through visual inspection and have valid lens models. This is consistent with theoretical forecasts of 170 000 discoverable galaxy-galaxy lenses in Euclid . Our five modelled lenses have Einstein radii in the range 0'.'68 < θ E < 1″.24, but their Einstein radius distribution is on the higher side when compared to theoretical forecasts. This suggests that our methodology is likely missing small-Einstein-radius systems. Whilst it is implausible to visually inspect the full Euclid dataset, our results corroborate the promise that Euclid will ultimately deliver a sample of around 10 5 galaxy-scale lenses.
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The selection criterion I_E < 22.5 was motivated by the findings from the lens search in the ERO data.
“which was motivated by the findings from the lens search in the ERO data (Acevedo Barroso et al. 2025b).”
From Euclid Quick Data Release (Q1): XXVIII. The Strong Lensing Discovery Engine C – Finding lenses with machine learning (2026) · cites this paper as Acevedo Barroso et al. 2025b
In the ERO data, an area of 0.7 deg2 was entirely visually inspected down to I_E = 22.5 by experts, and three grade A and 13 grade B lens candidates were found.
“With these data, an area of 0.7 deg 2 was entirely visually inspected down to I E = 22 . 5 by experts, and three grade A and 13 grade B lens candidates were found (Acevedo Barroso et al. 2025b).”
From Euclid Quick Data Release (Q1): XXVIII. The Strong Lensing Discovery Engine C – Finding lenses with machine learning (2026) · cites this paper as Acevedo Barroso et al. 2025b
The first instance of a CNN being trained specifically on edge-on disc lenses found four grade A and 20 grade B edge-on lenses within UNIONS.
“while the first instance of a CNN being trained specifically on these systems found four grade A and 20 grade B edge-on lenses within UNIONS (Acevedo Barroso et al. 2025a).”
From Euclid Quick Data Release (Q1): XXVIII. The Strong Lensing Discovery Engine C – Finding lenses with machine learning (2026) · cites this paper as Acevedo Barroso et al. 2025a
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Euclid 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-citationNagam, 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-citationAnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning
Gómez, P., Ruhberg, L. E., Nardone, M. T., & O'Ryan, D. (2025) · arXiv · doi:10.48550/arxiv.2505.03509
- Authors
- Acevedo Barroso, J. A., O’Riordan, C. M., Clément, B., Tortora, C., Collett, T. E., Courbin, F., Gavazzi, R., Metcalf, R. B., Busillo, V., Andika, I. T., Cabanac, R., Courtois, H. M., Crook-Mansour, J., Delchambre, L., Despali, G., Ecker, L. R., Franco, A., Holloway, P., Jackson, N., Jahnke, K., Mahler, G., Marchetti, L., Matavulj, P., Melo, A., Meneghetti, M., Moustakas, L. A., Müller, O., Nucita, A. A., Paulino-Afonso, A., Pearson, J., Rojas, K., Scarlata, C., Schuldt, S., Serjeant, S., Sluse, D., Suyu, S. H., Vaccari, M., Verma, A., Vernardos, G., Walmsley, M., Bouy, H., Walth, G. L., Powell, D. M., Bolzonella, M., Cuillandre, J.-C., Kluge, M., Saifollahi, T., Schirmer, M., Stone, C., Acebron, A., Bazzanini, L., Díaz-Sánchez, A., Hogg, N. B., Koopmans, L. V. E., Kruk, S., Leuzzi, L., Manjón-García, A., Mannucci, F., Nagam, B. C., Pearce-Casey, R., Scharré, L., Wilde, J., Altieri, B., Amara, A., Andreon, S., Auricchio, N., Baccigalupi, C., Baldi, M., Balestra, A., Bardelli, S., Basset, A., Battaglia, P., Bender, R., Bonino, D., Branchini, E., Brescia, M., Brinchmann, J., Caillat, A., Camera, S., Candini, G. P., Capobianco, V., Carbone, C., Carretero, J., Casas, S., Castellano, M., Castignani, G., Cavuoti, S., Cimatti, A., Colodro-Conde, C., Congedo, G., Conselice, C. J., Conversi, L., Copin, Y., Corcione, L., Cropper, M., Da Silva, A., Degaudenzi, H., De Lucia, G., Dinis, J., Dubath, F., Dupac, X., Dusini, S., Farina, M., Farrens, S., Ferriol, S., Frailis, M., Franceschi, E., Galeotta, S., Garilli, B., George, K., Gillard, W., Gillis, B., Giocoli, C., Gómez-Alvarez, P., Grazian, A., Grupp, F., Guzzo, L., Haugan, S. V. H., Hoekstra, H., Holmes, W., Hook, I., Hormuth, F., Hornstrup, A., Jhabvala, M., Joachimi, B., Keihänen, E., Kermiche, S., Kiessling, A., Kubik, B., Kunz, M., Kurki-Suonio, H., Le Mignant, D., Ligori, S., Lilje, P. B., Lindholm, V., Lloro, I., Mainetti, G., Maiorano, E., Mansutti, O., Marcin, S., Marggraf, O., Martinelli, M., Martinet, N., Marulli, F., Massey, R., Medinaceli, E., Melchior, M., Mellier, Y., Merlin, E., Meylan, G., Moresco, M., Moscardini, L., Munari, E., Nakajima, R., Neissner, C., Nichol, R. C., Niemi, S.-M., Nightingale, J. W., Padilla, C., Paltani, S., Pasian, F., Pedersen, K., Percival, W. J., Pettorino, V., Pires, S., Polenta, G., Poncet, M., Popa, L. A., Pozzetti, L., Raison, F., Rebolo, R., Renzi, A., Rhodes, J., Riccio, G., Romelli, E., Roncarelli, M., Rossetti, E., Saglia, R., Sakr, Z., Sánchez, A. G., Sapone, D., Schneider, P., Schrabback, T., Secroun, A., Seidel, G., Serrano, S., Sirignano, C., Sirri, G., Skottfelt, J., Stanco, L., Steinwagner, J., Tallada-Crespí, P., Tavagnacco, D., Taylor, A. N., Tereno, I., Toledo-Moreo, R., Torradeflot, F., Tutusaus, I., Valentijn, E. A., Valenziano, L., Vassallo, T., Wang, Y., Weller, J., Zucca, E., Burigana, C., Scottez, V., Viel, M., Scott, D., & Vegetti, S.
- Affiliations
- École Polytechnique Fédérale de Lausanne (CH)
- Astronomical Observatory of Capodimonte (IT)
- University of Portsmouth (GB)
- Centre National de la Recherche Scientifique (FR)
- Osservatorio di Astrofisica e Scienza dello Spazio (IT)
- Max Planck Institute for Astrophysics (DE)
- Lyon 1 Université (FR)
- University of Cape Town (ZA)
- University of Liège (BE)
- Max Planck Institute for Extraterrestrial Physics (DE)
- University of Oxford (GB)
- University of Manchester (GB)
- Istituto Nazionale di Fisica Nucleare, Sezione di Bologna (IT)
- California Institute of Technology (US)
- Universidade do Porto (PT)
- The Open University (GB)
- University of Minnesota (US)
- Institut Universitaire de France (FR)
- University of Salento (IT)
- Max Planck Institute for Astronomy (DE)
- Ludwig-Maximilians-Universität München (DE)
- FHNW University of Applied Sciences and Arts Northwestern Switzerland (CH)
- Durham University (GB)
- European Space Agency (FR)
- Commissariat à l'Énergie Atomique et aux Énergies Alternatives (FR)
- Centre National d'Études Spatiales (FR)
- Istituto di Radioastronomia di Bologna (IT)
- Université de Lille (FR)
- ORCID
- Acevedo Barroso, J. A.
- O’Riordan, C. M.
- Clément, B.
- Tortora, C.
- Collett, T. E.
- Courbin, F.
- Gavazzi, R.
- Metcalf, R. B.
- Busillo, V.
- Andika, I. T.
- Cabanac, R.
- Courtois, H. M.
- Crook-Mansour, J.
- Delchambre, L.
- Despali, G.
- Ecker, L. R.
- Franco, A.
- Holloway, P.
- Jackson, N.
- Jahnke, K.
- Mahler, G.
- Marchetti, L.
- Matavulj, P.
- Melo, A.
- Meneghetti, M.
- Moustakas, L. A.
- Müller, O.
- Nucita, A. A.
- Paulino-Afonso, A.
- Pearson, J.
- Rojas, K.
- Scarlata, C.
- Schuldt, S.
- Serjeant, S.
- Sluse, D.
- Suyu, S. H.
- Vaccari, M.
- Verma, A.
- Vernardos, G.
- Walmsley, M.
- Bouy, H.
- Walth, G. L.
- Powell, D. M.
- Bolzonella, M.
- Cuillandre, J.-C.
- Kluge, M.
- Saifollahi, T.
- Schirmer, M.
- Stone, C.
- Acebron, A.
- Bazzanini, L.
- Díaz-Sánchez, A.
- Hogg, N. B.
- Koopmans, L. V. E.
- Kruk, S.
- Manjón-García, A.
- Mannucci, F.
- Nagam, B. C.
- Pearce-Casey, R.
- Scharré, L.
- Wilde, J.
- Altieri, B.
- Amara, A.
- Andreon, S.
- Auricchio, N.
- Baccigalupi, C.
- Baldi, M.
- Balestra, A.
- Bardelli, S.
- Battaglia, P.
- Bender, R.
- Bonino, D.
- Branchini, E.
- Brescia, M.
- Brinchmann, J.
- Camera, S.
- Candini, G. P.
- Capobianco, V.
- Carbone, C.
- Carretero, J.
- Casas, S.
- Castellano, M.
- Castignani, G.
- Cavuoti, S.
- Colodro-Conde, C.
- Congedo, G.
- Conselice, C. J.
- Conversi, L.
- Copin, Y.
- Corcione, L.
- Cropper, M.
- Da Silva, A.
- Degaudenzi, H.
- De Lucia, G.
- Dinis, J.
- Dubath, F.
- Dusini, S.
- Farina, M.
- Farrens, S.
- Ferriol, S.
- Frailis, M.
- Franceschi, E.
- Galeotta, S.
- Garilli, B.
- George, K.
- Gillard, W.
- Gillis, B.
- Giocoli, C.
- Gómez-Alvarez, P.
- Grazian, A.
- Grupp, F.
- Guzzo, L.
- Haugan, S. V. H.
- Hoekstra, H.
- Holmes, W.
- Hook, I.
- Hormuth, F.
- Hornstrup, A.
- Joachimi, B.
- Keihänen, E.
- Kermiche, S.
- Kiessling, A.
- Kubik, B.
- Kunz, M.
- Kurki-Suonio, H.
- Le Mignant, D.
- Ligori, S.
- Lilje, P. B.
- Lindholm, V.
- Lloro, I.
- Mainetti, G.
- Maiorano, E.
- Mansutti, O.
- Marggraf, O.
- Martinelli, M.
- Martinet, N.
- Marulli, F.
- Massey, R.
- Medinaceli, E.
- Melchior, M.
- Merlin, E.
- Moresco, M.
- Moscardini, L.
- Munari, E.
- Nakajima, R.
- Neissner, C.
- Nichol, R. C.
- Niemi, S.-M.
- Nightingale, J. W.
- Padilla, C.
- Paltani, S.
- Pasian, F.
- Pedersen, K.
- Percival, W. J.
- Pettorino, V.
- Pires, S.
- Polenta, G.
- Poncet, M.
- Popa, L. A.
- Pozzetti, L.
- Raison, F.
- Rebolo, R.
- Renzi, A.
- Rhodes, J.
- Riccio, G.
- Romelli, E.
- Roncarelli, M.
- Rossetti, E.
- Saglia, R.
- Sakr, Z.
- Sánchez, A. G.
- Sapone, D.
- Schneider, P.
- Schrabback, T.
- Secroun, A.
- Seidel, G.
- Serrano, S.
- Sirignano, C.
- Sirri, G.
- Skottfelt, J.
- Stanco, L.
- Steinwagner, J.
- Tallada-Crespí, P.
- Tavagnacco, D.
- Tereno, I.
- Toledo-Moreo, R.
- Torradeflot, F.
- Tutusaus, I.
- Valentijn, E. A.
- Valenziano, L.
- Vassallo, T.
- Wang, Y.
- Weller, J.
- Zucca, E.
- Burigana, C.
- Scottez, V.
- Viel, M.
- Scott, D.
- Vegetti, S.
- Venue
- Astronomy & Astrophysics
- Publisher
- EDP Sciences
- Published
- 2025-04-30
- Volume
- 697
- Pages
- A14
- ISSN
- 0004-6361 (ISSN-L)
- 1432-0746
- OpenAlex
- W4402028381
- Cited by
- 21
- References
- 0
- Citations by year
- 2026: 9 · 2025: 12
- FWCI
- 9.30
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Astronomy and Astrophysics (publishedVersion, cc-by)
- Research at the University of Copenhagen (University of Copenhagen) (publishedVersion, cc-by)
- University of Groningen research database (University of Groningen / Centre for Information Technology) (publishedVersion, cc-by)
- DIGITAL.CSIC (Spanish National Research Council (CSIC)) (acceptedVersion)
- Open Repository and Bibliography (University of Liège) (acceptedVersion, other-oa)
- Open Research Online (The Open University) (acceptedVersion)
- arXiv (Cornell University) (submittedVersion, cc-by)
- Leiden Repository (Leiden University) (submittedVersion)
- HAL (submittedVersion, cc-by)
- Leiden Repository (Leiden University) (submittedVersion, cc-by)
- Archivio istituzionale della ricerca (Alma Mater Studiorum Università di Bologna) (submittedVersion, cc-by)
- Universidad de Chile (submittedVersion, cc-by-nc-nd)
- HAL AMU (submittedVersion, cc-by)
- Työväentutkimus Vuosikirja (submittedVersion)
- Infoscience (Ecole Polytechnique Fédérale de Lausanne) (submittedVersion, cc-by-nc-nd)
- LillOA (Université de Lille (University Of Lille)) (submittedVersion, other-oa)
- CINECA IRIS Institutial Research Information System (University of Genoa) (submittedVersion)
- Padua Research Archive (University of Padova) (submittedVersion, cc-by)
- Funders
- SNSF
- Max-Planck-Gesellschaft
- INAF
- Royal Society
- European Research Council (945536, 771776)
- Deutsche Forschungsgemeinschaft (EXC-2094 – 390783311)
- 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
- lens candidate selection, Perseus cluster, lens modeling, Euclid Wide Survey
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