Wild Berry image dataset collected in Finnish forests and peatlands using drones Article Swipe
Luigi Riz
,
Sergio Povoli
,
Andrea Caraffa
,
Davide Boscaini
,
Mohamed Lamine Mekhalfi
,
Paul Chippendale
,
Marjut Turtiainen
,
Birgitta Partanen
,
Laura Smith Ballester
,
Francisco Blanes Noguera
,
A. Franchi
,
Elisa Castelli
,
Giacomo Piccinini
,
Luca Marchesotti
,
Micael S. Couceiro
,
Fabio Poiesi
·
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.48550/arxiv.2405.07550
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.48550/arxiv.2405.07550
Berry picking has long-standing traditions in Finland, yet it is challenging and can potentially be dangerous. The integration of drones equipped with advanced imaging techniques represents a transformative leap forward, optimising harvests and promising sustainable practices. We propose WildBe, the first image dataset of wild berries captured in peatlands and under the canopy of Finnish forests using drones. Unlike previous and related datasets, WildBe includes new varieties of berries, such as bilberries, cloudberries, lingonberries, and crowberries, captured under severe light variations and in cluttered environments. WildBe features 3,516 images, including a total of 18,468 annotated bounding boxes. We carry out a comprehensive analysis of WildBe using six popular object detectors, assessing their effectiveness in berry detection across different forest regions and camera types. WildBe is publicly available on HuggingFace at https://huggingface.co/datasets/FBK-TeV/WildBe.
Related Topics
Metadata
- Type
- preprint
- Language
- en
- Landing Page
- http://arxiv.org/abs/2405.07550
- https://arxiv.org/pdf/2405.07550
- OA Status
- green
- Cited By
- 2
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4396913771
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
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https://openalex.org/W4396913771Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.48550/arxiv.2405.07550Digital Object Identifier
- Title
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Wild Berry image dataset collected in Finnish forests and peatlands using dronesWork title
- Type
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preprintOpenAlex work type
- Language
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enPrimary language
- Publication year
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2024Year of publication
- Publication date
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2024-05-13Full publication date if available
- Authors
-
Luigi Riz, Sergio Povoli, Andrea Caraffa, Davide Boscaini, Mohamed Lamine Mekhalfi, Paul Chippendale, Marjut Turtiainen, Birgitta Partanen, Laura Smith Ballester, Francisco Blanes Noguera, A. Franchi, Elisa Castelli, Giacomo Piccinini, Luca Marchesotti, Micael S. Couceiro, Fabio PoiesiList of authors in order
- Landing page
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https://arxiv.org/abs/2405.07550Publisher landing page
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https://arxiv.org/pdf/2405.07550Direct link to full text PDF
- Open access
-
YesWhether a free full text is available
- OA status
-
greenOpen access status per OpenAlex
- OA URL
-
https://arxiv.org/pdf/2405.07550Direct OA link when available
- Concepts
-
Berry, Drone, Peat, Forestry, Geography, Horticulture, Cartography, Biology, Botany, ArchaeologyTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
2Total citation count in OpenAlex
- Citations by year (recent)
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2025: 2Per-year citation counts (last 5 years)
- Related works (count)
-
10Other works algorithmically related by OpenAlex
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| abstract_inverted_index.drones. | 57 |
| abstract_inverted_index.forests | 55 |
| abstract_inverted_index.images, | 88 |
| abstract_inverted_index.imaging | 23 |
| abstract_inverted_index.picking | 1 |
| abstract_inverted_index.popular | 107 |
| abstract_inverted_index.propose | 37 |
| abstract_inverted_index.regions | 119 |
| abstract_inverted_index.related | 61 |
| abstract_inverted_index.Finland, | 6 |
| abstract_inverted_index.advanced | 22 |
| abstract_inverted_index.analysis | 102 |
| abstract_inverted_index.berries, | 68 |
| abstract_inverted_index.bounding | 95 |
| abstract_inverted_index.captured | 46, 76 |
| abstract_inverted_index.equipped | 20 |
| abstract_inverted_index.features | 86 |
| abstract_inverted_index.forward, | 29 |
| abstract_inverted_index.harvests | 31 |
| abstract_inverted_index.includes | 64 |
| abstract_inverted_index.previous | 59 |
| abstract_inverted_index.publicly | 125 |
| abstract_inverted_index.annotated | 94 |
| abstract_inverted_index.assessing | 110 |
| abstract_inverted_index.available | 126 |
| abstract_inverted_index.cluttered | 83 |
| abstract_inverted_index.datasets, | 62 |
| abstract_inverted_index.detection | 115 |
| abstract_inverted_index.different | 117 |
| abstract_inverted_index.including | 89 |
| abstract_inverted_index.peatlands | 48 |
| abstract_inverted_index.promising | 33 |
| abstract_inverted_index.varieties | 66 |
| abstract_inverted_index.dangerous. | 15 |
| abstract_inverted_index.detectors, | 109 |
| abstract_inverted_index.optimising | 30 |
| abstract_inverted_index.practices. | 35 |
| abstract_inverted_index.represents | 25 |
| abstract_inverted_index.techniques | 24 |
| abstract_inverted_index.traditions | 4 |
| abstract_inverted_index.variations | 80 |
| abstract_inverted_index.HuggingFace | 128 |
| abstract_inverted_index.bilberries, | 71 |
| abstract_inverted_index.challenging | 10 |
| abstract_inverted_index.integration | 17 |
| abstract_inverted_index.potentially | 13 |
| abstract_inverted_index.sustainable | 34 |
| abstract_inverted_index.crowberries, | 75 |
| abstract_inverted_index.cloudberries, | 72 |
| abstract_inverted_index.comprehensive | 101 |
| abstract_inverted_index.effectiveness | 112 |
| abstract_inverted_index.environments. | 84 |
| abstract_inverted_index.long-standing | 3 |
| abstract_inverted_index.lingonberries, | 73 |
| abstract_inverted_index.transformative | 27 |
| abstract_inverted_index.https://huggingface.co/datasets/FBK-TeV/WildBe. | 130 |
| cited_by_percentile_year | |
| countries_distinct_count | 0 |
| institutions_distinct_count | 16 |
| citation_normalized_percentile |