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SOTA
头部姿态估计
Head Pose Estimation On Aflw2000
Head Pose Estimation On Aflw2000
评估指标
MAE
评测结果
各个模型在此基准测试上的表现结果
Columns
模型名称
MAE
Paper Title
Repository
FAN (12 points)
9.116
How far are we from solving the 2D & 3D Face Alignment problem? (and a dataset of 230,000 3D facial landmarks)
3DDFA
7.393
Face Alignment Across Large Poses: A 3D Solution
-
Multi-Loss ResNet50 (a=2)
6.155
Fine-Grained Head Pose Estimation Without Keypoints
Hopenet
6.15
Fine-Grained Head Pose Estimation Without Keypoints
WHENet
5.42
WHENet: Real-time Fine-Grained Estimation for Wide Range Head Pose
Hybrid Coarse-Fine
5.395
Hybrid coarse-fine classification for head pose estimation
2DCube
5.352
An Intuitive and Unconstrained 2D Cube Representation for Simultaneous Head Detection and Pose Estimation
-
FSA-Net (Caps-Fusion)
5.07
FSA-Net: Learning Fine-Grained Structure Aggregation for Head Pose Estimation From a Single Image
-
RetinaFace R-50 (5 points)
4.839
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation
WHENet-V
4.83
WHENet: Real-time Fine-Grained Estimation for Wide Range Head Pose
LSR
4.412
2D Image head pose estimation via latent space regression under occlusion settings
DDD-Pose
4.22
A Data-Driven Approach to Improve 3D Head-Pose Estimation
-
EHPNet
4.15
An Effective Deep Network for Head Pose Estimation without Keypoints
-
6DRepNet
3.97
6D Rotation Representation For Unconstrained Head Pose Estimation
img2pose
3.913
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation
MNN
3.83
Multi-task head pose estimation in-the-wild
SADRNet
3.82
SADRNet: Self-Aligned Dual Face Regression Networks for Robust 3D Dense Face Alignment and Reconstruction
DAD-3DNet
3.66
DAD-3DHeads: A Large-scale Dense, Accurate and Diverse Dataset for 3D Head Alignment from a Single Image
6DRepNet
3.61
Towards Robust and Unconstrained Full Range of Rotation Head Pose Estimation
SRHP-6D
3.49
On the representation and methodology for wide and short range head pose estimation
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