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  4. MammAlps: A multi-view video behavior monitoring dataset of wild mammals in the Swiss Alps
 
dataset

MammAlps: A multi-view video behavior monitoring dataset of wild mammals in the Swiss Alps

Gabeff, Valentin  
•
Tuia, Devis  
•
Mathis, Alexander  
April 2, 2025
Zenodo

MammAlps is a multimodal and multi-view dataset of wildlife behavior monitoring. Nine camera-traps were placed at three monitoring sites in the Swiss National Park, from which we curated over 14 hours of video with audio, 2D segmentation maps and 8.5 hours of individual tracks densely labeled for species and behavior.

Along with the data, we propose two benchmarks: Benchmark I - Multimodal species and behavior recognition: Based on 6`135 single clips centered on the animal, we propose a hierarchical and multimodal animal behavior recognition benchmark using audio, video and reference scene segmentation maps as inputs. Benchmark II - Multi-view Long-term event understanding: a second ecology-oriented benchmark aiming at identifying activities, species, number of individuals and meteorological conditions from 397 multi-view and long-term ecological events, including false positive triggers.

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Type
dataset
DOI
10.5281/zenodo.15040901
Author(s)
Gabeff, Valentin  

EPFL

Tuia, Devis  

EPFL

Mathis, Alexander  

EPFL

Contributors
Flaherty, Brendan
•
Qi, Haozhe  
Date Issued

2025-04-02

Version

1

Publisher

Zenodo

License

CC BY

Subjects

Wildlife conservation

•

Ecology

•

FOS: Biological sciences

•

Computer vision

•

Switzerland

•

Behavior

Additional link

Software

https://github.com/eceo-epfl/MammAlps
EPFL units
ECEO  
UPAMATHIS  
Event nameEvent acronymEvent placeEvent date
The IEEE/CVF Conference on Computer Vision and Pattern Recognition 2025

Nashville, Tennessee, US

2025-06-11 - 2025-06-15

FunderFunding(s)Grant NOGrant URL

Swiss National Science Foundation

Joint behavior and neural data modeling for naturalistic behavior

10000950

RelationRelated workURL/DOI

IsVersionOf

https://doi.org/10.5281/zenodo.15040900

IsSupplementTo

MammAlps: A multi-view video behavior monitoring dataset of wild mammals in the Swiss Alps

https://infoscience.epfl.ch/handle/20.500.14299/249270
Available on Infoscience
April 15, 2025
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/249271
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