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Head Pose Estimation 벤치마크

Head Pose Estimation on ARKitFace

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MAE(val) 낮을수록 좋음

0.91 0.93 0.95 0.97 0.99 2022-05 2026-09 PerspNet — 0.99 (2022-05-09) PerspNet — 0.99 (2022-05-09) PerspNet — 0.99 (2022-05-09) TRG (w/ 300WLP) — 0.91 (2024-07-19) TRG — 0.92 (2024-07-19) TRG (w/ 300WLP) — 0.91 (2024-07-19) TRG — 0.92 (2024-07-19) TRG (w/ 300WLP) — 0.91 (2024-07-19) TRG — 0.92 (2024-07-19) PerspNet — 0.99 (2022-05-09) TRG (w/ 300WLP) — 0.91 (2024-07-19)
RankModel MAE(val)MAE_t Extra Training Data PaperCodeYear
1 TRG (w/ 300WLP) 0.913.62 ✓ 6DoF Head Pose Estimation through Explicit Bidirectional Interaction with Face Geometry asw91666/trg-release 2024
2 TRG 0.923.64 6DoF Head Pose Estimation through Explicit Bidirectional Interaction with Face Geometry asw91666/trg-release 2024
3 PerspNet 0.994.18 Towards 3D Face Reconstruction in Perspective Projection: Estimating 6DoF Face Pose from Monocular Image cbsropenproject/6dof_face 2022
4 TRG (w/ 300WLP) 0.913.62 ✓ 6DoF Head Pose Estimation through Explicit Bidirectional Interaction with Face Geometry asw91666/trg-release 2024
5 TRG 0.923.64 6DoF Head Pose Estimation through Explicit Bidirectional Interaction with Face Geometry asw91666/trg-release 2024
6 PerspNet 0.994.18 Towards 3D Face Reconstruction in Perspective Projection: Estimating 6DoF Face Pose from Monocular Image cbsropenproject/6dof_face 2022
7 TRG (w/ 300WLP) 0.913.62 ✓ 6DoF Head Pose Estimation through Explicit Bidirectional Interaction with Face Geometry asw91666/trg-release 2024
8 TRG 0.923.64 6DoF Head Pose Estimation through Explicit Bidirectional Interaction with Face Geometry asw91666/trg-release 2024
9 PerspNet 0.994.18 Towards 3D Face Reconstruction in Perspective Projection: Estimating 6DoF Face Pose from Monocular Image cbsropenproject/6dof_face 2022
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