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Gaze Estimation

Benchmarks

Dataset Name	SOTA Method	Metric
Gaze360 (test)	DHECA-SuperGaze-T	MAE (All 360°)11.89	52	23d ago
MPIIFaceGaze (leave-one-subject-out)	L2CS-Net	Mean Angular Error3.92	28	1mo ago
MPIIFaceGaze DM	Gaze322 (ResNet-18)	Euclidean Distance (\|\|d\|\|2)45.4	25	19d ago
GFIE trained on Gaze360 (Backward)	DHECA-SuperGaze-T	Angular Error (degrees)21.71	24	1mo ago
Neural 3D Gaze	GVnet	Gaze Vector Error0.94	23	1mo ago
Gaze360		Angular Error10.04	16	23d ago
MPIIFaceGaze	FGI-Net	Angular Error (degrees)3.74	15	26d ago
EYEDIAP (E) (test)	GazeFormer-MoE	Mean Gaze Error (degrees)3.22	15	1mo ago
MPIIFaceGaze M (test)	GazeFormer-MoE	Gaze Error (degrees)2.49	15	1mo ago
ETH-XGaze (source) to MPIIGaze (target) 5-shot (test)	Alfa	Angular Error5.3	13	1mo ago
MPIIFaceGaze DM (test)	Ours (ViT-B)	Angular Error (d)4.53	12	19d ago
ETH-XGaze (test)		Mean Angular Error5.73	12	23d ago
EyeDiap	FGI-Net	Angular Error5.15	12	26d ago
Gaze360 Front facing trained on GFIE	DHECA-SuperGaze-T	Angular Error (degrees)42.27	12	1mo ago
Gaze360 trained on GFIE (Front)	DHECA-SuperGaze-T	Angular Error39.62	12	1mo ago
Gaze360 GFIE (Full)	DHECA-SuperGaze-T	Angular Error41.33	12	1mo ago
GFIE Front facing trained on Gaze360	DHECA-SuperGaze-T	Angular Error25.87	12	1mo ago
GFIE trained on Gaze360 (Front)	DHECA-SuperGaze-T	Angular Error (degrees)23.2	12	1mo ago
GFIE trained on Gaze360 (Full)	DHECA-SuperGaze-T	Angular Error (degrees)22.67	12	1mo ago
Gaze360 frontal face crops 1.0 (test)	Proposed Temporal Model (Gaze360)	Gaze Error (deg)10.1	12	1mo ago
MPIIGaze (held-out subject)	GazeShift (MobileNetV2)	Average Angular Error (°)7.15	11	1mo ago
Gaze360 Front Facing	L2CS-Net	Mean Angular Error9.02	11	1mo ago
Project Aria (test)		E50U500.82	10	13d ago
MPIIGaze	Ours	Spearman Correlation (x)0.73	10	1mo ago
Gaze360 G (test)	GazeFormer-MoE	Angular Error (degrees)10.16	10	1mo ago

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