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3D Gaze Estimation on GFIE (test)

9.9MAE 3DGazeD
6.80827.67948.5569.421May 13, 2025Jun 23, 2025Aug 4, 2025Sep 15, 2025Oct 27, 2025Dec 8, 2025Jan 19, 2026

Evaluation results

MethodLinks
GazeDRGB=true, H=20, A=ORCg2026.019.9—————
GazeDRGB=true, H=20, A=AVG2026.0113.6—————
DHECA-SuperGaze-TModel Category=Temporal2025.0513.79——12.2511.3417.39
DHECA-SuperGaze-SModel Category=Static2025.0514.53——13.211.6918.41
Toaiari et al.RGB=true2026.0115.9—————
MSA+SeqModel Category=Temporal2025.0516.79——13.7711.5422.51
CrossGazeModel Category=Static2025.0517.48——13.7611.7525.38
Hu et al.RGB=true, Crops=true, Depth=true2026.0117.7—————
L2CS-NetModel Category=Static2025.0517.73——14.7211.7923.44
MSAModel Category=Static2025.0518.03——15.0412.9323.69
MCGazeModel Category=Temporal2025.0518.14——13.9311.6926.03
Pinball LSTMModel Category=Temporal2025.0518.65——13.8211.6327.81
Pinball StaticModel Category=Static2025.0519.23——13.6211.8129.85
Gaze360RGB=true, Temporal information=true2026.0119.8—————
Chong et al.RGB=true, Crops=true, Temporal information=true2026.0120.8—————
Rt-GeneRGB=true, Crops=true2026.0121—————
GazeTR-HybridModel Category=Static2025.0521.12——17.2414.1728.45
Hybrid-SAM+TxModel Category=Temporal2025.0524.39——18.914.8134.83
Hybrid-SAM+LSTMModel Category=Temporal2025.0524.46——19.9617.2933.02
Lian et al.RGB=true, Crops=true2026.0126.7—————
GazeFollowRGB=true, Crops=true2026.0141.5—————
Random2026.0184.4—————
Center2026.0187.2—————
GFIETraining Data=GFIEI2025.02—17.7————
ST-WSGE (GaT)Training Data=G360I&V+GF2025.02—15.915.51———
ST-WSGE (GaT)Training Data=GFIEI&V+GF2025.02—12.9912.68———
ST-WSGE (GaT)Training Data=GFIEI&V+MPS+GF2025.02—12.8212.49———
Supervised (GaT)Training Data=G360I&V2025.02—21.8620.89———
Supervised (GaT)Training Data=GFIEI&V2025.02—15.715.44———
Supervised (GaT)Training Data=GFIEI&V+MPS2025.02—15.6115.38———