Marmoset-8K

DeepLabCut multi-animal Marmoset dataset

Dataset Information
Introduced
2022
License
Homepage

Overview

All animal procedures are overseen by veterinary staff of the MIT and Broad Institute Department of Comparative Medicine, in compliance with the NIH guide for the care and use of laboratory animals and approved by the MIT and Broad Institute animal care and use committees. Video of common marmosets (Callithrix jacchus) was collected in the laboratory of Guoping Feng at MIT. Marmosets were recorded using Kinect V2 cameras (Microsoft) with a resolution of 1080p and frame rate of 30 Hz. After acquisition, images to be used for training the network were manually cropped to 1000 x 1000 pixels or smaller. The dataset is 7,600 labeled frames from 40 different marmosets collected from 3 different colonies (in different facilities). Each cage contains a pair of marmosets, where one marmoset had light blue dye applied to its tufts. One human annotator labeled the 15 marker points on each animal present in the frame (frames contained either 1 or 2 animals).

https://benchmark.deeplabcut.org/datasets.html

Variants: Marmoset-8K

Associated Benchmarks

This dataset is used in 1 benchmark:

Recent Benchmark Submissions

Task Model Paper Date
Animal Pose Estimation BUCTD-preNet-W48 (CID-W32) Rethinking pose estimation in crowds: … 2023-06-13
Animal Pose Estimation CID-W32 Rethinking pose estimation in crowds: … 2023-06-13
Animal Pose Estimation BUCTD-CoAM-W48 (DLCRNet) Rethinking pose estimation in crowds: … 2023-06-13

Research Papers

Recent papers with results on this dataset: