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iRodent: a keypoint and segmentation dataset of rodents in the wild

Authors: Ye, Shaokai; Filippova, Anastasiia; Lauer, Jessy; Vidal, Maxime; Schneider, Steffen; Qiu, Tian; Mathis, Alexander; +1 Authors

iRodent: a keypoint and segmentation dataset of rodents in the wild

Abstract

Description: The "iRodent" dataset contains rodent species observations obtained using the iNaturalist API, with a focus on Suborder Myomorpha (Taxon ID: 16). The dataset features prominent rodent species like Muskrat, Brown Rat, House Mouse, Black Rat, Hispid Cotton Rat, Meadow Vole, Bank Vole, Deer Mouse, White-footed Mouse, and Striped Field Mouse. The dataset provides manually labeled keypoints for pose estimation and segmentation masks for a subset of images using a Mask R-CNN model. Creator: Adaptive Motor Control Lab Data Format: COCO format Number of Images: 443 Species: Muskrat, Brown Rat, House Mouse, Black Rat, Hispid Cotton Rat, Meadow Vole, Bank Vole, Deer Mouse, White-footed Mouse, Striped Field Mouse Image Resolution: Varied (800x600 to 5184x3456 pixels) Annotations: Pose keypoints and generated segmentation masks by Tian Qiu and Mackenzie Mathis. License: Apache 2.0 Keywords: animal pose estimation, behaviour analysis, keypoints, rodent Contact: Mackenzie Mathis Email: mackenzie.mathis@epfl.ch

see modelzoo.deeplabcut.org for additional information on publications.

Keywords

DeepLabCut, animal pose estimation

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