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Gaze Estimation on Gaze360 (test)

11.89MAE (All 360°)

DHECA-SuperGaze-T

Updated 23d ago

Evaluation Results

Method
DHECA-SuperGaze-T 2025.05	11.89	10.23	9.71	-	-	-	17.93	-
MSA+Seq 2025.05	12.48	10.68	10.15	-	-	-	18.97	-
MSA+Seq 2025.02	12.5	10.7	-	-	-	-	19	-
MCGaze 2025.02	12.96	10.74	10.02	-	-	-	-	-
MCGaze 2025.05	13.01	10.99	10.62	-	-	-	20.22	-
ST-WSGE (GaT) 2025.02	13.19	11.34	10.84	-	-	8.58	19.82	-
Proposed Temporal Model (Gaze360) 2021.05	13.2	-	-	-	-	-	-	-
Proposed Temporal Model (Gaze360 + AVA) 2021.05	13.2	-	-	-	-	-	-	-
Kothari et al. 2025.02	13.2	-	10.1	-	-	-	-	-
Kothari et al. 2025.02	13.2	-	10.2	-	-	-	-	-
DHECA-SuperGaze-S 2025.05	13.33	11.67	11.45	-	-	-	19.29	-
Pinball LSTM 2019.10	13.5	11.4	11.1	0.45	-	-	-	-
Gaze360 2021.05	13.5	-	-	-	-	-	-	-
Gaze360 2025.02	13.5	11.4	11.1	-	-	-	-	-
Supervised (GaT) 2025.02	13.64	11.66	11.2	-	-	9.1	20.74	-
Pinball LSTM 2025.05	13.68	11.44	11.32	-	-	-	21.75	-
CrossGaze 2025.05	13.81	11.97	11.8	-	-	-	20.54	-
MSA 2025.02	13.9	12.2	-	-	-	-	23.5	-
MSA 2025.05	13.9	12.23	12.25	-	-	-	19.9	-
MSE LSTM 2019.10	14.1	12.1	11.6	-	-	-	-	-
MSE+Drop LSTM 2019.10	14.1	12.1	11.6	0.31	-	-	-	-
Crop Aug. LSTM 2019.10	14.1	11.6	11.2	0.37	-	-	-	-
PinBall TRN 2019.10	14.1	11.7	11.6	0.46	-	-	-	-
Crop Aug. TRN 2019.10	14.2	11.5	11.4	0.39	-	-	-	-
MSE TRN 2019.10	14.3	11.8	11.8	-	-	-	-	-
MSE+Drop TRN 2019.10	14.3	11.8	11.8	0.31	-	-	-	-
Kothari et al. 2025.02	15.07	-	-	-	-	10.94	-	-
GazeTR-Hybrid 2025.05	15.29	12.88	13.06	-	-	-	23.94	-
PinBall Static 2019.10	15.6	13.4	13.2	0.42	-	-	-	-
Gaze360 2025.02	15.6	13.4	-	-	-	13.2	-	-
MSE Static 2019.10	15.8	13.7	13.4	-	-	-	-	-
MSE+Drop Static 2019.10	15.8	13.7	13.4	0.24	-	-	-	-
L2CS-Net 2025.05	15.81	13.12	13.14	-	-	-	25.49	-
Pinball Static 2025.05	15.95	13.09	12.97	-	-	-	26.24	-
Crop Aug. Static 2019.10	16	13.2	12.6	0.37	-	-	-	-
Hybrid-SAM+LSTM 2025.05	17.02	13.28	12.38	-	-	-	30.5	-
Hybrid-SAM+Tx 2025.05	17.32	13.44	12.45	-	-	-	31.31	-
ST-WSGE (GaT) 2025.02	21.48	20.61	20.46	-	-	26.55	24.61	-
ST-WSGE (GaT) 2025.02	21.59	17.02	16	-	-	13.9	38.02	-
Proposed Temporal Model (CMU Panoptic + AVA) 2021.05	24.4	-	-	-	-	-	-	-
Proposed Temporal Model (ETH-XGaze + AVA) 2021.05	25	-	-	-	-	-	-	-
Kothari et al. 2025.02	25	-	-	-	-	16.9	-	-
Supervised (GaT) 2025.02	25.75	20.35	19.07	-	-	16.35	45.19	-
Proposed Temporal Model (CMU Panoptic) 2021.05	25.9	-	-	-	-	-	-	-
Proposed Temporal Model (AVA) 2021.05	26.3	-	-	-	-	-	-	-
Proposed Temporal Model (GazeCapture + AVA) 2021.05	27.2	-	-	-	-	-	-	-
Supervised (GaT) 2025.02	30.57	29.08	28.87	-	-	33.43	35.95	-
Deep HP 2019.10	49.3	30.7	22.7	-	-	-	-	-
Proposed Temporal Model (ETH-XGaze) 2021.05	52.6	-	-	-	-	-	-	-
Kothari et al. 2025.02	52.6	-	-	-	-	30.5	-	-
Proposed Temporal Model (GazeCapture) 2021.05	58.2	-	-	-	-	-	-	-
Mean 2019.10	59	40.5	19	-	-	-	-	-
FullFace 2022.03	-	-	-	-	14.99	-	-	-
Dilated-Net 2022.03	-	-	-	-	13.73	-	-	-
RT-Gene 2022.03	-	-	-	-	12.26	-	-	-
CA-Net 2022.03	-	-	-	-	12.26	-	-	-
Gaze360 (LSTM) 2022.03	-	-	-	-	11.4	-	-	-
L2CS-Net 2022.03	-	-	-	-	10.54	-	-	-
L2CS-Net 2022.03	-	-	-	-	10.41	-	-	-
3DGazeNet 2025.02	-	-	22.1	-	-	-	-	-
3DGazeNet 2025.02	-	-	17	-	-	-	-	-
3DGazeNet 2025.02	-	-	15.4	-	-	-	-	-
FullFace 2025.02	-	-	-	-	14.99	-	-	-
Dilated 2025.02	-	-	-	-	13.73	-	-	-
RT-Gene 2025.02	-	-	-	-	12.26	-	-	-
CA-Net 2025.02	-	-	-	-	11.2	-	-	-
ResNet50 2025.02	-	-	-	-	10.73	-	-	-
GazeTR 2025.02	-	-	-	-	10.62	-	-	-
Supervised (GaT) 2025.02	-	-	-	-	11.2	-	-	-
ST-WSGE (GaT) 2025.02	-	-	-	-	10.84	-	-	-
ResNet18 2026.03	-	-	-	-	12.23	-	-	-
XGBoost 2026.03	-	-	-	-	18.81	-	-	14.38
Holistic MLP 2026.03	-	-	-	-	14.95	-	-	12.66
Siamese MLP 2026.03	-	-	-	-	14.68	-	-	12.7