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ResearchFormerly WizWand

Gaze Estimation on EyeDiap DE (test)

4.53Angular ErrorUniGaze-H-14-Joint
3.87848.276712.67517.0733Mar 27, 2026Apr 6, 2026Apr 16, 2026Apr 26, 2026May 6, 2026May 16, 2026May 26, 2026
Updated 5mo ago

Evaluation results

MethodLinks
UniGaze-H-14-JointBackbone=ViT-H, Model Size=632M, Training Datasets=5 datasets2026.034.533.252.45
UniGaze-B-16-JointBackbone=ViT-B, Model Size=86.6M, Training Datasets=5 datasets2026.035.023.672.69
UnReGALabeling Rate=Full, Source Domain=Gaze3602026.055.42——
GLABackbone=ResNet-18, Model Size=11.7M, Training Datasets={DX, DC, D360}2026.035.71——
UnReGA-Labeling Rate=Full, Source Domain=Gaze3602026.056.4——
Ours (ViT-B)Backbone=ViT-B, Model Size=86.6M, Training Datasets={DX, DC, DN}2026.036.414.93.14
CRGALabeling Rate=Full, Source Domain=Gaze3602026.056.49——
Ours (MobileNet)Backbone=MobileNet, Model Size=3.8M, Training Datasets={DX, DC, DN}2026.036.534.873.26
PnP-GA+DSCLLabeling Rate=20%, Source Domain=Gaze3602026.056.76——
PnP-GALabeling Rate=Full, Source Domain=Gaze3602026.056.85——
UnReGA-+DSCLLabeling Rate=20%, Source Domain=Gaze3602026.056.91——
PnP-GA+DSCLLabeling Rate=10%, Source Domain=Gaze3602026.056.93——
Baseline (SDA)Labeling Rate=Full, Protocol=Supervised Domain Adaptation, Source Domain=Gaze3602026.057.26——
CDGLabeling Rate=Full, Source Domain=Gaze3602026.057.27——
PnP-GA+DSCLLabeling Rate=5%, Source Domain=Gaze3602026.057.58——
GazeconLabeling Rate=Full, Source Domain=Gaze3602026.057.82——
AGGLabeling Rate=Full, Source Domain=Gaze3602026.057.93——
Baseline (SDA)+DSCLLabeling Rate=20%, Protocol=Supervised Domain Adaptation, Source Domain=Gaze3602026.058.15——
Baseline (SDA)+DSCLLabeling Rate=10%, Protocol=Supervised Domain Adaptation, Source Domain=Gaze3602026.058.23——
UnReGA-Labeling Rate=20%, Source Domain=Gaze3602026.058.33——
PnP-GALabeling Rate=20%, Source Domain=Gaze3602026.058.54——
Baseline (SDA)+DSCLLabeling Rate=5%, Protocol=Supervised Domain Adaptation, Source Domain=Gaze3602026.058.64——
UnReGA-+DSCLLabeling Rate=10%, Source Domain=Gaze3602026.058.8——
PnP-GALabeling Rate=10%, Source Domain=Gaze3602026.058.95——
Baseline (DG)+DSCLLabeling Rate=20%, Protocol=Domain Generalization, Source Domain=Gaze3602026.059.01——
PureGazeLabeling Rate=Full, Source Domain=Gaze3602026.059.32——
PureGaze+DSCLLabeling Rate=20%, Source Domain=Gaze3602026.059.32——
Baseline (SDA)Labeling Rate=20%, Protocol=Supervised Domain Adaptation, Source Domain=Gaze3602026.059.37——
PureGaze+DSCLLabeling Rate=10%, Source Domain=Gaze3602026.059.59——
Baseline (DG)+DSCLLabeling Rate=10%, Protocol=Domain Generalization, Source Domain=Gaze3602026.059.96——
Baseline (SDA)Labeling Rate=10%, Protocol=Supervised Domain Adaptation, Source Domain=Gaze3602026.0510.09——
UnReGA-Labeling Rate=10%, Source Domain=Gaze3602026.0510.11——
Baseline (DG)+DSCLLabeling Rate=5%, Protocol=Domain Generalization, Source Domain=Gaze3602026.0510.21——
Baseline (SDA)Labeling Rate=5%, Protocol=Supervised Domain Adaptation, Source Domain=Gaze3602026.0510.66——
UnReGA-+DSCLLabeling Rate=5%, Source Domain=Gaze3602026.0511.52——
Baseline (DG)Labeling Rate=Full, Protocol=Domain Generalization, Source Domain=Gaze3602026.0511.62——
PnP-GALabeling Rate=5%, Source Domain=Gaze3602026.0511.78——
Baseline (DG)Labeling Rate=20%, Protocol=Domain Generalization, Source Domain=Gaze3602026.0513.37——
PureGaze+DSCLLabeling Rate=5%, Source Domain=Gaze3602026.0514.4——
UnReGA-Labeling Rate=5%, Source Domain=Gaze3602026.0514.69——
Baseline (DG)Labeling Rate=10%, Protocol=Domain Generalization, Source Domain=Gaze3602026.0514.95——
PureGazeLabeling Rate=20%, Source Domain=Gaze3602026.0516.05——
PureGazeLabeling Rate=10%, Source Domain=Gaze3602026.0518.61——
Baseline (DG)Labeling Rate=5%, Protocol=Domain Generalization, Source Domain=Gaze3602026.0518.75——
PureGazeLabeling Rate=5%, Source Domain=Gaze3602026.0520.82——