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Gaze Estimation on MPIIGaze (held-out subject)

7.15Average Angular Error (°)GazeShift (MobileNetV2)
6.9928.05859.12510.1915Mar 8, 2026

Evaluation results

MethodLinks
GazeShift (MobileNetV2)Params=1M, Evaluation Protocol=100-shot2026.037.15
Cross-EncoderParams=11M, Evaluation Protocol=100-shot2026.037.2
GazeShift (ResNet-18)Supervision=Unsupervised, Params=11M, FLOPS=75M2026.037.56
GazeShift (MobileNetV2)Supervision=Unsupervised, Params=1M, FLOPS=2M2026.038
Cross-EncoderSupervision=Unsupervised, Params=11M, FLOPS=75M2026.038.32
Resnet-18Supervision=Supervised, Params=11M, FLOPS=75M2026.038.35
Auto-encoder (EFC)Params=11M, Evaluation Protocol=100-shot2026.039.2
Auto-encoderParams=11M, Evaluation Protocol=100-shot2026.039.5
SimCLRParams=25M, Evaluation Protocol=100-shot2026.0310
ResNet-18 (ImageNet)Params=11M, Evaluation Protocol=100-shot2026.0310.6
BYOLParams=25M, Evaluation Protocol=100-shot2026.0311.1