VimGeo: An Efficient Visual Model for Cross-View Geo-Localization Article Swipe
Kaiqian Yang
,
Yujin Zhang
,
Wang Li
,
A. A. M. Muzahid
,
Ferdous Sohel
,
Fei Wu
,
Qiong Wu
·
YOU?
·
· 2025
· Open Access
·
· DOI: https://doi.org/10.3390/electronics14193906
YOU?
·
· 2025
· Open Access
·
· DOI: https://doi.org/10.3390/electronics14193906
Cross-view geo-localization is a challenging task due to the significant changes in the appearance of target scenes from variable perspectives. Most existing methods primarily adopt Transformers or ConvNeXt as backbone models but often face high computational costs and accuracy degradation in complex scenarios. Therefore, this paper proposes a visual Mamba framework based on the state-space model (SSM) for cross-view geo-localization. Compared with the existing methods, Vision Mamba is more efficient in modeling and memory usage and achieves more efficient cross-view matching by combining the twin architecture of shared weights with multiple mixed losses. Additionally, this paper introduces Dice Loss to handle scale differences and imbalance issues in cross-view images. Extensive experiments on the public cross-view dataset University-1652 demonstrate that Vision Mamba not only achieves excellent performance in UAV target localization tasks but also attains the highest efficiency with lower memory consumption. This work provides a novel solution for cross-view geo-localization tasks and shows great potential to become the backbone model for the next generation of cross-view geo-localization.
Related Topics
Concepts
No concepts available.
Metadata
- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.3390/electronics14193906
- https://www.mdpi.com/2079-9292/14/19/3906/pdf?version=1759243661
- OA Status
- gold
- OpenAlex ID
- https://openalex.org/W4414651787
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
-
https://openalex.org/W4414651787Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.3390/electronics14193906Digital Object Identifier
- Title
-
VimGeo: An Efficient Visual Model for Cross-View Geo-LocalizationWork title
- Type
-
articleOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2025Year of publication
- Publication date
-
2025-09-30Full publication date if available
- Authors
-
Kaiqian Yang, Yujin Zhang, Wang Li, A. A. M. Muzahid, Ferdous Sohel, Fei Wu, Qiong WuList of authors in order
- Landing page
-
https://doi.org/10.3390/electronics14193906Publisher landing page
- PDF URL
-
https://www.mdpi.com/2079-9292/14/19/3906/pdf?version=1759243661Direct link to full text PDF
- Open access
-
YesWhether a free full text is available
- OA status
-
goldOpen access status per OpenAlex
- OA URL
-
https://www.mdpi.com/2079-9292/14/19/3906/pdf?version=1759243661Direct OA link when available
- Cited by
-
0Total citation count in OpenAlex
Full payload
| id | https://openalex.org/W4414651787 |
|---|---|
| doi | https://doi.org/10.3390/electronics14193906 |
| ids.doi | https://doi.org/10.3390/electronics14193906 |
| ids.openalex | https://openalex.org/W4414651787 |
| fwci | 0.0 |
| type | article |
| title | VimGeo: An Efficient Visual Model for Cross-View Geo-Localization |
| biblio.issue | 19 |
| biblio.volume | 14 |
| biblio.last_page | 3906 |
| biblio.first_page | 3906 |
| topics[0].id | https://openalex.org/T10627 |
| topics[0].field.id | https://openalex.org/fields/17 |
| topics[0].field.display_name | Computer Science |
| topics[0].score | 0.9965999722480774 |
| topics[0].domain.id | https://openalex.org/domains/3 |
| topics[0].domain.display_name | Physical Sciences |
| topics[0].subfield.id | https://openalex.org/subfields/1707 |
| topics[0].subfield.display_name | Computer Vision and Pattern Recognition |
| topics[0].display_name | Advanced Image and Video Retrieval Techniques |
| topics[1].id | https://openalex.org/T10191 |
| topics[1].field.id | https://openalex.org/fields/22 |
| topics[1].field.display_name | Engineering |
| topics[1].score | 0.9843000173568726 |
| topics[1].domain.id | https://openalex.org/domains/3 |
| topics[1].domain.display_name | Physical Sciences |
| topics[1].subfield.id | https://openalex.org/subfields/2202 |
| topics[1].subfield.display_name | Aerospace Engineering |
| topics[1].display_name | Robotics and Sensor-Based Localization |
| topics[2].id | https://openalex.org/T10824 |
| topics[2].field.id | https://openalex.org/fields/17 |
| topics[2].field.display_name | Computer Science |
| topics[2].score | 0.982200026512146 |
| topics[2].domain.id | https://openalex.org/domains/3 |
| topics[2].domain.display_name | Physical Sciences |
| topics[2].subfield.id | https://openalex.org/subfields/1707 |
| topics[2].subfield.display_name | Computer Vision and Pattern Recognition |
| topics[2].display_name | Image Retrieval and Classification Techniques |
| is_xpac | False |
| apc_list.value | 2000 |
| apc_list.currency | CHF |
| apc_list.value_usd | 2165 |
| apc_paid.value | 2000 |
| apc_paid.currency | CHF |
| apc_paid.value_usd | 2165 |
| language | en |
| locations[0].id | doi:10.3390/electronics14193906 |
| locations[0].is_oa | True |
| locations[0].source.id | https://openalex.org/S4210202905 |
| locations[0].source.issn | 2079-9292 |
| locations[0].source.type | journal |
| locations[0].source.is_oa | True |
| locations[0].source.issn_l | 2079-9292 |
| locations[0].source.is_core | True |
| locations[0].source.is_in_doaj | False |
| locations[0].source.display_name | Electronics |
| locations[0].source.host_organization | https://openalex.org/P4310310987 |
| locations[0].source.host_organization_name | Multidisciplinary Digital Publishing Institute |
| locations[0].source.host_organization_lineage | https://openalex.org/P4310310987 |
| locations[0].source.host_organization_lineage_names | Multidisciplinary Digital Publishing Institute |
| locations[0].license | cc-by |
| locations[0].pdf_url | https://www.mdpi.com/2079-9292/14/19/3906/pdf?version=1759243661 |
| locations[0].version | publishedVersion |
| locations[0].raw_type | journal-article |
| locations[0].license_id | https://openalex.org/licenses/cc-by |
| locations[0].is_accepted | True |
| locations[0].is_published | True |
| locations[0].raw_source_name | Electronics |
| locations[0].landing_page_url | https://doi.org/10.3390/electronics14193906 |
| indexed_in | crossref |
| authorships[0].author.id | https://openalex.org/A5008993538 |
| authorships[0].author.orcid | |
| authorships[0].author.display_name | Kaiqian Yang |
| authorships[0].countries | CN |
| authorships[0].affiliations[0].institution_ids | https://openalex.org/I141962983 |
| authorships[0].affiliations[0].raw_affiliation_string | School of Electronic and Electrical Engineering, Shanghai University of Engineering Science, Shanghai 201620, China |
| authorships[0].institutions[0].id | https://openalex.org/I141962983 |
| authorships[0].institutions[0].ror | https://ror.org/0557b9y08 |
| authorships[0].institutions[0].type | education |
| authorships[0].institutions[0].lineage | https://openalex.org/I141962983 |
| authorships[0].institutions[0].country_code | CN |
| authorships[0].institutions[0].display_name | Shanghai University of Engineering Science |
| authorships[0].author_position | first |
| authorships[0].raw_author_name | Kaiqian Yang |
| authorships[0].is_corresponding | False |
| authorships[0].raw_affiliation_strings | School of Electronic and Electrical Engineering, Shanghai University of Engineering Science, Shanghai 201620, China |
| authorships[1].author.id | https://openalex.org/A5100684572 |
| authorships[1].author.orcid | https://orcid.org/0000-0003-1225-4334 |
| authorships[1].author.display_name | Yujin Zhang |
| authorships[1].countries | CN |
| authorships[1].affiliations[0].institution_ids | https://openalex.org/I141962983 |
| authorships[1].affiliations[0].raw_affiliation_string | School of Electronic and Electrical Engineering, Shanghai University of Engineering Science, Shanghai 201620, China |
| authorships[1].institutions[0].id | https://openalex.org/I141962983 |
| authorships[1].institutions[0].ror | https://ror.org/0557b9y08 |
| authorships[1].institutions[0].type | education |
| authorships[1].institutions[0].lineage | https://openalex.org/I141962983 |
| authorships[1].institutions[0].country_code | CN |
| authorships[1].institutions[0].display_name | Shanghai University of Engineering Science |
| authorships[1].author_position | middle |
| authorships[1].raw_author_name | Yujin Zhang |
| authorships[1].is_corresponding | False |
| authorships[1].raw_affiliation_strings | School of Electronic and Electrical Engineering, Shanghai University of Engineering Science, Shanghai 201620, China |
| authorships[2].author.id | https://openalex.org/A5100382413 |
| authorships[2].author.orcid | https://orcid.org/0000-0002-7207-3837 |
| authorships[2].author.display_name | Wang Li |
| authorships[2].countries | CN |
| authorships[2].affiliations[0].institution_ids | https://openalex.org/I4210135979 |
| authorships[2].affiliations[0].raw_affiliation_string | Yangzhou Petroleum Branch, Yangzhou 225002, China |
| authorships[2].institutions[0].id | https://openalex.org/I4210135979 |
| authorships[2].institutions[0].ror | https://ror.org/03n5f7689 |
| authorships[2].institutions[0].type | company |
| authorships[2].institutions[0].lineage | https://openalex.org/I4210135979 |
| authorships[2].institutions[0].country_code | CN |
| authorships[2].institutions[0].display_name | Yangtze River Pharmaceutical Group (China) |
| authorships[2].author_position | middle |
| authorships[2].raw_author_name | Li Wang |
| authorships[2].is_corresponding | False |
| authorships[2].raw_affiliation_strings | Yangzhou Petroleum Branch, Yangzhou 225002, China |
| authorships[3].author.id | https://openalex.org/A5033286820 |
| authorships[3].author.orcid | https://orcid.org/0000-0003-2001-1922 |
| authorships[3].author.display_name | A. A. M. Muzahid |
| authorships[3].countries | CN |
| authorships[3].affiliations[0].institution_ids | https://openalex.org/I141962983 |
| authorships[3].affiliations[0].raw_affiliation_string | School of Electronic and Electrical Engineering, Shanghai University of Engineering Science, Shanghai 201620, China |
| authorships[3].institutions[0].id | https://openalex.org/I141962983 |
| authorships[3].institutions[0].ror | https://ror.org/0557b9y08 |
| authorships[3].institutions[0].type | education |
| authorships[3].institutions[0].lineage | https://openalex.org/I141962983 |
| authorships[3].institutions[0].country_code | CN |
| authorships[3].institutions[0].display_name | Shanghai University of Engineering Science |
| authorships[3].author_position | middle |
| authorships[3].raw_author_name | A. A. M. Muzahid |
| authorships[3].is_corresponding | False |
| authorships[3].raw_affiliation_strings | School of Electronic and Electrical Engineering, Shanghai University of Engineering Science, Shanghai 201620, China |
| authorships[4].author.id | https://openalex.org/A5002219416 |
| authorships[4].author.orcid | https://orcid.org/0000-0003-1557-4907 |
| authorships[4].author.display_name | Ferdous Sohel |
| authorships[4].countries | AU |
| authorships[4].affiliations[0].institution_ids | https://openalex.org/I176790772 |
| authorships[4].affiliations[0].raw_affiliation_string | School of Information Technology, Murdoch University, Perth 6150, Australia |
| authorships[4].institutions[0].id | https://openalex.org/I176790772 |
| authorships[4].institutions[0].ror | https://ror.org/00r4sry34 |
| authorships[4].institutions[0].type | education |
| authorships[4].institutions[0].lineage | https://openalex.org/I176790772 |
| authorships[4].institutions[0].country_code | AU |
| authorships[4].institutions[0].display_name | Murdoch University |
| authorships[4].author_position | middle |
| authorships[4].raw_author_name | Ferdous Sohel |
| authorships[4].is_corresponding | False |
| authorships[4].raw_affiliation_strings | School of Information Technology, Murdoch University, Perth 6150, Australia |
| authorships[5].author.id | https://openalex.org/A5004882141 |
| authorships[5].author.orcid | https://orcid.org/0000-0003-2139-8807 |
| authorships[5].author.display_name | Fei Wu |
| authorships[5].countries | CN |
| authorships[5].affiliations[0].institution_ids | https://openalex.org/I141962983 |
| authorships[5].affiliations[0].raw_affiliation_string | School of Electronic and Electrical Engineering, Shanghai University of Engineering Science, Shanghai 201620, China |
| authorships[5].institutions[0].id | https://openalex.org/I141962983 |
| authorships[5].institutions[0].ror | https://ror.org/0557b9y08 |
| authorships[5].institutions[0].type | education |
| authorships[5].institutions[0].lineage | https://openalex.org/I141962983 |
| authorships[5].institutions[0].country_code | CN |
| authorships[5].institutions[0].display_name | Shanghai University of Engineering Science |
| authorships[5].author_position | middle |
| authorships[5].raw_author_name | Fei Wu |
| authorships[5].is_corresponding | False |
| authorships[5].raw_affiliation_strings | School of Electronic and Electrical Engineering, Shanghai University of Engineering Science, Shanghai 201620, China |
| authorships[6].author.id | https://openalex.org/A5035357882 |
| authorships[6].author.orcid | https://orcid.org/0000-0002-8918-666X |
| authorships[6].author.display_name | Qiong Wu |
| authorships[6].countries | CN |
| authorships[6].affiliations[0].institution_ids | https://openalex.org/I141962983 |
| authorships[6].affiliations[0].raw_affiliation_string | School of Electronic and Electrical Engineering, Shanghai University of Engineering Science, Shanghai 201620, China |
| authorships[6].institutions[0].id | https://openalex.org/I141962983 |
| authorships[6].institutions[0].ror | https://ror.org/0557b9y08 |
| authorships[6].institutions[0].type | education |
| authorships[6].institutions[0].lineage | https://openalex.org/I141962983 |
| authorships[6].institutions[0].country_code | CN |
| authorships[6].institutions[0].display_name | Shanghai University of Engineering Science |
| authorships[6].author_position | last |
| authorships[6].raw_author_name | Qiong Wu |
| authorships[6].is_corresponding | False |
| authorships[6].raw_affiliation_strings | School of Electronic and Electrical Engineering, Shanghai University of Engineering Science, Shanghai 201620, China |
| has_content.pdf | True |
| has_content.grobid_xml | False |
| is_paratext | False |
| open_access.is_oa | True |
| open_access.oa_url | https://www.mdpi.com/2079-9292/14/19/3906/pdf?version=1759243661 |
| open_access.oa_status | gold |
| open_access.any_repository_has_fulltext | False |
| created_date | 2025-10-10T00:00:00 |
| display_name | VimGeo: An Efficient Visual Model for Cross-View Geo-Localization |
| has_fulltext | False |
| is_retracted | False |
| updated_date | 2025-11-06T03:46:38.306776 |
| primary_topic.id | https://openalex.org/T10627 |
| primary_topic.field.id | https://openalex.org/fields/17 |
| primary_topic.field.display_name | Computer Science |
| primary_topic.score | 0.9965999722480774 |
| primary_topic.domain.id | https://openalex.org/domains/3 |
| primary_topic.domain.display_name | Physical Sciences |
| primary_topic.subfield.id | https://openalex.org/subfields/1707 |
| primary_topic.subfield.display_name | Computer Vision and Pattern Recognition |
| primary_topic.display_name | Advanced Image and Video Retrieval Techniques |
| cited_by_count | 0 |
| locations_count | 1 |
| best_oa_location.id | doi:10.3390/electronics14193906 |
| best_oa_location.is_oa | True |
| best_oa_location.source.id | https://openalex.org/S4210202905 |
| best_oa_location.source.issn | 2079-9292 |
| best_oa_location.source.type | journal |
| best_oa_location.source.is_oa | True |
| best_oa_location.source.issn_l | 2079-9292 |
| best_oa_location.source.is_core | True |
| best_oa_location.source.is_in_doaj | False |
| best_oa_location.source.display_name | Electronics |
| best_oa_location.source.host_organization | https://openalex.org/P4310310987 |
| best_oa_location.source.host_organization_name | Multidisciplinary Digital Publishing Institute |
| best_oa_location.source.host_organization_lineage | https://openalex.org/P4310310987 |
| best_oa_location.source.host_organization_lineage_names | Multidisciplinary Digital Publishing Institute |
| best_oa_location.license | cc-by |
| best_oa_location.pdf_url | https://www.mdpi.com/2079-9292/14/19/3906/pdf?version=1759243661 |
| best_oa_location.version | publishedVersion |
| best_oa_location.raw_type | journal-article |
| best_oa_location.license_id | https://openalex.org/licenses/cc-by |
| best_oa_location.is_accepted | True |
| best_oa_location.is_published | True |
| best_oa_location.raw_source_name | Electronics |
| best_oa_location.landing_page_url | https://doi.org/10.3390/electronics14193906 |
| primary_location.id | doi:10.3390/electronics14193906 |
| primary_location.is_oa | True |
| primary_location.source.id | https://openalex.org/S4210202905 |
| primary_location.source.issn | 2079-9292 |
| primary_location.source.type | journal |
| primary_location.source.is_oa | True |
| primary_location.source.issn_l | 2079-9292 |
| primary_location.source.is_core | True |
| primary_location.source.is_in_doaj | False |
| primary_location.source.display_name | Electronics |
| primary_location.source.host_organization | https://openalex.org/P4310310987 |
| primary_location.source.host_organization_name | Multidisciplinary Digital Publishing Institute |
| primary_location.source.host_organization_lineage | https://openalex.org/P4310310987 |
| primary_location.source.host_organization_lineage_names | Multidisciplinary Digital Publishing Institute |
| primary_location.license | cc-by |
| primary_location.pdf_url | https://www.mdpi.com/2079-9292/14/19/3906/pdf?version=1759243661 |
| primary_location.version | publishedVersion |
| primary_location.raw_type | journal-article |
| primary_location.license_id | https://openalex.org/licenses/cc-by |
| primary_location.is_accepted | True |
| primary_location.is_published | True |
| primary_location.raw_source_name | Electronics |
| primary_location.landing_page_url | https://doi.org/10.3390/electronics14193906 |
| publication_date | 2025-09-30 |
| publication_year | 2025 |
| referenced_works_count | 0 |
| abstract_inverted_index.a | 3, 47, 144 |
| abstract_inverted_index.as | 28 |
| abstract_inverted_index.by | 81 |
| abstract_inverted_index.in | 11, 40, 70, 106, 126 |
| abstract_inverted_index.is | 2, 67 |
| abstract_inverted_index.of | 14, 86, 164 |
| abstract_inverted_index.on | 52, 111 |
| abstract_inverted_index.or | 26 |
| abstract_inverted_index.to | 7, 99, 155 |
| abstract_inverted_index.UAV | 127 |
| abstract_inverted_index.and | 37, 72, 75, 103, 151 |
| abstract_inverted_index.but | 31, 131 |
| abstract_inverted_index.due | 6 |
| abstract_inverted_index.for | 57, 147, 160 |
| abstract_inverted_index.not | 121 |
| abstract_inverted_index.the | 8, 12, 53, 62, 83, 112, 134, 157, 161 |
| abstract_inverted_index.Dice | 97 |
| abstract_inverted_index.Loss | 98 |
| abstract_inverted_index.Most | 20 |
| abstract_inverted_index.This | 141 |
| abstract_inverted_index.also | 132 |
| abstract_inverted_index.face | 33 |
| abstract_inverted_index.from | 17 |
| abstract_inverted_index.high | 34 |
| abstract_inverted_index.more | 68, 77 |
| abstract_inverted_index.next | 162 |
| abstract_inverted_index.only | 122 |
| abstract_inverted_index.task | 5 |
| abstract_inverted_index.that | 118 |
| abstract_inverted_index.this | 44, 94 |
| abstract_inverted_index.twin | 84 |
| abstract_inverted_index.with | 61, 89, 137 |
| abstract_inverted_index.work | 142 |
| abstract_inverted_index.(SSM) | 56 |
| abstract_inverted_index.Mamba | 49, 66, 120 |
| abstract_inverted_index.adopt | 24 |
| abstract_inverted_index.based | 51 |
| abstract_inverted_index.costs | 36 |
| abstract_inverted_index.great | 153 |
| abstract_inverted_index.lower | 138 |
| abstract_inverted_index.mixed | 91 |
| abstract_inverted_index.model | 55, 159 |
| abstract_inverted_index.novel | 145 |
| abstract_inverted_index.often | 32 |
| abstract_inverted_index.paper | 45, 95 |
| abstract_inverted_index.scale | 101 |
| abstract_inverted_index.shows | 152 |
| abstract_inverted_index.tasks | 130, 150 |
| abstract_inverted_index.usage | 74 |
| abstract_inverted_index.Vision | 65, 119 |
| abstract_inverted_index.become | 156 |
| abstract_inverted_index.handle | 100 |
| abstract_inverted_index.issues | 105 |
| abstract_inverted_index.memory | 73, 139 |
| abstract_inverted_index.models | 30 |
| abstract_inverted_index.public | 113 |
| abstract_inverted_index.scenes | 16 |
| abstract_inverted_index.shared | 87 |
| abstract_inverted_index.target | 15, 128 |
| abstract_inverted_index.visual | 48 |
| abstract_inverted_index.attains | 133 |
| abstract_inverted_index.changes | 10 |
| abstract_inverted_index.complex | 41 |
| abstract_inverted_index.dataset | 115 |
| abstract_inverted_index.highest | 135 |
| abstract_inverted_index.images. | 108 |
| abstract_inverted_index.losses. | 92 |
| abstract_inverted_index.methods | 22 |
| abstract_inverted_index.weights | 88 |
| abstract_inverted_index.Compared | 60 |
| abstract_inverted_index.ConvNeXt | 27 |
| abstract_inverted_index.accuracy | 38 |
| abstract_inverted_index.achieves | 76, 123 |
| abstract_inverted_index.backbone | 29, 158 |
| abstract_inverted_index.existing | 21, 63 |
| abstract_inverted_index.matching | 80 |
| abstract_inverted_index.methods, | 64 |
| abstract_inverted_index.modeling | 71 |
| abstract_inverted_index.multiple | 90 |
| abstract_inverted_index.proposes | 46 |
| abstract_inverted_index.provides | 143 |
| abstract_inverted_index.solution | 146 |
| abstract_inverted_index.variable | 18 |
| abstract_inverted_index.Extensive | 109 |
| abstract_inverted_index.combining | 82 |
| abstract_inverted_index.efficient | 69, 78 |
| abstract_inverted_index.excellent | 124 |
| abstract_inverted_index.framework | 50 |
| abstract_inverted_index.imbalance | 104 |
| abstract_inverted_index.potential | 154 |
| abstract_inverted_index.primarily | 23 |
| abstract_inverted_index.Cross-view | 0 |
| abstract_inverted_index.Therefore, | 43 |
| abstract_inverted_index.appearance | 13 |
| abstract_inverted_index.cross-view | 58, 79, 107, 114, 148, 165 |
| abstract_inverted_index.efficiency | 136 |
| abstract_inverted_index.generation | 163 |
| abstract_inverted_index.introduces | 96 |
| abstract_inverted_index.scenarios. | 42 |
| abstract_inverted_index.challenging | 4 |
| abstract_inverted_index.degradation | 39 |
| abstract_inverted_index.demonstrate | 117 |
| abstract_inverted_index.differences | 102 |
| abstract_inverted_index.experiments | 110 |
| abstract_inverted_index.performance | 125 |
| abstract_inverted_index.significant | 9 |
| abstract_inverted_index.state-space | 54 |
| abstract_inverted_index.Transformers | 25 |
| abstract_inverted_index.architecture | 85 |
| abstract_inverted_index.consumption. | 140 |
| abstract_inverted_index.localization | 129 |
| abstract_inverted_index.Additionally, | 93 |
| abstract_inverted_index.computational | 35 |
| abstract_inverted_index.perspectives. | 19 |
| abstract_inverted_index.University-1652 | 116 |
| abstract_inverted_index.geo-localization | 1, 149 |
| abstract_inverted_index.geo-localization. | 59, 166 |
| cited_by_percentile_year | |
| countries_distinct_count | 2 |
| institutions_distinct_count | 7 |
| citation_normalized_percentile.value | 0.48079756 |
| citation_normalized_percentile.is_in_top_1_percent | False |
| citation_normalized_percentile.is_in_top_10_percent | False |