ML Research Wiki / Benchmarks / Animal Pose Estimation / Horse-10

Horse-10

Animal Pose Estimation Benchmark

Performance Over Time

📊 Showing 8 results | 📏 Metric: [email protected] (OOD)

Top Performing Models

Rank	Model	Paper	[email protected] (OOD)	Date	Code
1	DeepLabCut-EfficientNet-B6	Pretraining boosts out-of-domain robustness for pose estimation	88.40	2019-09-24	📦 DeepLabCut/DeepLabCut
2	DeepLabCut-EfficientNet-B4	Pretraining boosts out-of-domain robustness for pose estimation	86.90	2019-09-24	📦 DeepLabCut/DeepLabCut
3	DeepLabCut-RESNET-101	Pretraining boosts out-of-domain robustness for pose estimation	84.30	2019-09-24	📦 DeepLabCut/DeepLabCut
4	DeepLabCut-RESNET 50	Pretraining boosts out-of-domain robustness for pose estimation	81.30	2019-09-24	📦 DeepLabCut/DeepLabCut
5	DeepLabCut-MOBILENETV2-1	Pretraining boosts out-of-domain robustness for pose estimation	77.60	2019-09-24	📦 DeepLabCut/DeepLabCut
6	DeepLabCut-MOBILENETV2 0.35	Pretraining boosts out-of-domain robustness for pose estimation	63.50	2019-09-24	📦 DeepLabCut/DeepLabCut
7	mmpose HRNet-w32 (w/ImageNet pretrained weights) 📚	SuperAnimal pretrained pose estimation models for behavioral analysis	0.18	2022-03-14	📦 AlexEMG/DeepLabCut 📦 DeepLabCut/DeepLabCut 📦 adaptivemotorcontrollab/modelzoo-figures
8	SuperAnimal-Quadruped HRNet-w32 📚	SuperAnimal pretrained pose estimation models for behavioral analysis	0.11	2022-03-14	📦 AlexEMG/DeepLabCut 📦 DeepLabCut/DeepLabCut 📦 adaptivemotorcontrollab/modelzoo-figures

All Papers (8)

Pretraining boosts out-of-domain robustness for pose estimation

2019

DeepLabCut-EfficientNet-B6

DeepLabCut/DeepLabCut

Pretraining boosts out-of-domain robustness for pose estimation

2019

DeepLabCut-EfficientNet-B4

DeepLabCut/DeepLabCut

Pretraining boosts out-of-domain robustness for pose estimation

2019

DeepLabCut-RESNET-101

DeepLabCut/DeepLabCut

Pretraining boosts out-of-domain robustness for pose estimation

2019

DeepLabCut-RESNET 50

DeepLabCut/DeepLabCut

Pretraining boosts out-of-domain robustness for pose estimation

2019

DeepLabCut-MOBILENETV2-1

DeepLabCut/DeepLabCut

Pretraining boosts out-of-domain robustness for pose estimation

2019

DeepLabCut-MOBILENETV2 0.35

DeepLabCut/DeepLabCut

SuperAnimal pretrained pose estimation models for behavioral analysis

2022

mmpose HRNet-w32 (w/ImageNet pretrained weights)

AlexEMG/DeepLabCut DeepLabCut/DeepLabCut adaptivemotorcontrollab/modelzoo-figures

SuperAnimal pretrained pose estimation models for behavioral analysis

2022

SuperAnimal-Quadruped HRNet-w32

AlexEMG/DeepLabCut DeepLabCut/DeepLabCut adaptivemotorcontrollab/modelzoo-figures

Horse-10

Performance Over Time

Edit Benchmark Results

Edit Result

Top Performing Models

All Papers (8)

Pretraining boosts out-of-domain robustness for pose estimation

Pretraining boosts out-of-domain robustness for pose estimation

Pretraining boosts out-of-domain robustness for pose estimation

Pretraining boosts out-of-domain robustness for pose estimation

Pretraining boosts out-of-domain robustness for pose estimation

Pretraining boosts out-of-domain robustness for pose estimation

SuperAnimal pretrained pose estimation models for behavioral analysis

SuperAnimal pretrained pose estimation models for behavioral analysis

Model	Paper	[email protected] (OOD)	Date
DeepLabCut-EfficientNet-B6	Pretraining boosts out-of-domain robustness for p…	88.40	2019-09-24
DeepLabCut-EfficientNet-B4	Pretraining boosts out-of-domain robustness for p…	86.90	2019-09-24
DeepLabCut-RESNET-101	Pretraining boosts out-of-domain robustness for p…	84.30	2019-09-24
DeepLabCut-RESNET 50	Pretraining boosts out-of-domain robustness for p…	81.30	2019-09-24
DeepLabCut-MOBILENETV2-1	Pretraining boosts out-of-domain robustness for p…	77.60	2019-09-24
DeepLabCut-MOBILENETV2 0.35	Pretraining boosts out-of-domain robustness for p…	63.50	2019-09-24
mmpose HRNet-w32 (w/ImageNet pretrained weights)	SuperAnimal pretrained pose estimation models for…	0.18	2022-03-14
SuperAnimal-Quadruped HRNet-w32	SuperAnimal pretrained pose estimation models for…	0.11	2022-03-14