ML Research Wiki / Benchmarks / 2D Pose Estimation / iRodent

iRodent

2D Pose Estimation Benchmark

Performance Over Time

📊 Showing 8 results | 📏 Metric: Average mAP

Top Performing Models

Rank	Model	Paper	Average mAP	Date	Code
1	fine-tuned HRNetw32 pretrained on SuperAnimal (1 fac of data) 📚	SuperAnimal pretrained pose estimation models for behavioral analysis	72.97	2022-03-14	📦 AlexEMG/DeepLabCut 📦 DeepLabCut/DeepLabCut 📦 adaptivemotorcontrollab/modelzoo-figures
2	fine-tuned HRNetw32 pretrained on AP-10K (1 fac of data) 📚	SuperAnimal pretrained pose estimation models for behavioral analysis	61.64	2022-03-14	📦 AlexEMG/DeepLabCut 📦 DeepLabCut/DeepLabCut 📦 adaptivemotorcontrollab/modelzoo-figures
3	fine-tuned HRNetw32 pretrained on SuperAnimal (0.01 fac of data) 📚	SuperAnimal pretrained pose estimation models for behavioral analysis	60.85	2022-03-14	📦 AlexEMG/DeepLabCut 📦 DeepLabCut/DeepLabCut 📦 adaptivemotorcontrollab/modelzoo-figures
4	fine-tuned HRNetw32 pretrained on ImageNet 📚	SuperAnimal pretrained pose estimation models for behavioral analysis	58.86	2022-03-14	📦 AlexEMG/DeepLabCut 📦 DeepLabCut/DeepLabCut 📦 adaptivemotorcontrollab/modelzoo-figures
5	zero-shot HRNet-w32 pretrained on SuperAnimal-Quadruped 📚	SuperAnimal pretrained pose estimation models for behavioral analysis	58.56	2022-03-14	📦 AlexEMG/DeepLabCut 📦 DeepLabCut/DeepLabCut 📦 adaptivemotorcontrollab/modelzoo-figures
6	zero-shot AnimalTokenPose pretrained on AP-10K 📚	SuperAnimal pretrained pose estimation models for behavioral analysis	55.42	2022-03-14	📦 AlexEMG/DeepLabCut 📦 DeepLabCut/DeepLabCut 📦 adaptivemotorcontrollab/modelzoo-figures
7	fine-tuned HRNetw32 pretrained on AP-10K (0.01 fac of data) 📚	SuperAnimal pretrained pose estimation models for behavioral analysis	43.14	2022-03-14	📦 AlexEMG/DeepLabCut 📦 DeepLabCut/DeepLabCut 📦 adaptivemotorcontrollab/modelzoo-figures
8	zero-shot HRNet-w32 pretrained on AP-10K 📚	SuperAnimal pretrained pose estimation models for behavioral analysis	40.39	2022-03-14	📦 AlexEMG/DeepLabCut 📦 DeepLabCut/DeepLabCut 📦 adaptivemotorcontrollab/modelzoo-figures

All Papers (8)

SuperAnimal pretrained pose estimation models for behavioral analysis

2022

fine-tuned HRNetw32 pretrained on SuperAnimal (1 fac of data)

AlexEMG/DeepLabCut DeepLabCut/DeepLabCut adaptivemotorcontrollab/modelzoo-figures

SuperAnimal pretrained pose estimation models for behavioral analysis

2022

fine-tuned HRNetw32 pretrained on AP-10K (1 fac of data)

AlexEMG/DeepLabCut DeepLabCut/DeepLabCut adaptivemotorcontrollab/modelzoo-figures

SuperAnimal pretrained pose estimation models for behavioral analysis

2022

fine-tuned HRNetw32 pretrained on SuperAnimal (0.01 fac of data)

AlexEMG/DeepLabCut DeepLabCut/DeepLabCut adaptivemotorcontrollab/modelzoo-figures

SuperAnimal pretrained pose estimation models for behavioral analysis

2022

fine-tuned HRNetw32 pretrained on ImageNet

AlexEMG/DeepLabCut DeepLabCut/DeepLabCut adaptivemotorcontrollab/modelzoo-figures

SuperAnimal pretrained pose estimation models for behavioral analysis

2022

zero-shot HRNet-w32 pretrained on SuperAnimal-Quadruped

AlexEMG/DeepLabCut DeepLabCut/DeepLabCut adaptivemotorcontrollab/modelzoo-figures

SuperAnimal pretrained pose estimation models for behavioral analysis

2022

zero-shot AnimalTokenPose pretrained on AP-10K

AlexEMG/DeepLabCut DeepLabCut/DeepLabCut adaptivemotorcontrollab/modelzoo-figures

SuperAnimal pretrained pose estimation models for behavioral analysis

2022

fine-tuned HRNetw32 pretrained on AP-10K (0.01 fac of data)

AlexEMG/DeepLabCut DeepLabCut/DeepLabCut adaptivemotorcontrollab/modelzoo-figures

SuperAnimal pretrained pose estimation models for behavioral analysis

2022

zero-shot HRNet-w32 pretrained on AP-10K

AlexEMG/DeepLabCut DeepLabCut/DeepLabCut adaptivemotorcontrollab/modelzoo-figures

iRodent

Performance Over Time

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Top Performing Models

All Papers (8)

SuperAnimal pretrained pose estimation models for behavioral analysis

SuperAnimal pretrained pose estimation models for behavioral analysis

SuperAnimal pretrained pose estimation models for behavioral analysis

SuperAnimal pretrained pose estimation models for behavioral analysis

SuperAnimal pretrained pose estimation models for behavioral analysis

SuperAnimal pretrained pose estimation models for behavioral analysis

SuperAnimal pretrained pose estimation models for behavioral analysis

SuperAnimal pretrained pose estimation models for behavioral analysis

Model	Paper	Average mAP	Date
fine-tuned HRNetw32 pretrained on SuperAnimal (1 fac of data)	SuperAnimal pretrained pose estimation models for…	72.97	2022-03-14
fine-tuned HRNetw32 pretrained on AP-10K (1 fac of data)	SuperAnimal pretrained pose estimation models for…	61.64	2022-03-14
fine-tuned HRNetw32 pretrained on SuperAnimal (0.01 fac of data)	SuperAnimal pretrained pose estimation models for…	60.85	2022-03-14
fine-tuned HRNetw32 pretrained on ImageNet	SuperAnimal pretrained pose estimation models for…	58.86	2022-03-14
zero-shot HRNet-w32 pretrained on SuperAnimal-Quadruped	SuperAnimal pretrained pose estimation models for…	58.56	2022-03-14
zero-shot AnimalTokenPose pretrained on AP-10K	SuperAnimal pretrained pose estimation models for…	55.42	2022-03-14
fine-tuned HRNetw32 pretrained on AP-10K (0.01 fac of data)	SuperAnimal pretrained pose estimation models for…	43.14	2022-03-14
zero-shot HRNet-w32 pretrained on AP-10K	SuperAnimal pretrained pose estimation models for…	40.39	2022-03-14