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Published at November 27Multi-task Gaze Estimation Via Unidirectional Convolution
cs.CV
Released Date: November 27, 2024
Authors: Zhang Cheng1, Yanxia Wang1
Aff.: 1College of Computer and Information Science, Chongqing Normal University, Chongqing, China

| Methods | Params(M) | FLOPs(G) | G[16] | MPII[17] | RT[18] | Year |
| Dilated-Net[20] | 3.92 | 3.15 | 13.73° | 4.42° | 8.38° | 2018 |
| Gaze360[16] | 11.90 | 7.29 | 11.04° | 4.06° | 7.06° | 2019 |
| GazeTR[21] | 11.42 | 1.83 | 10.62° | 4.00° | 6.55° | 2022 |
| CADSE[22] | 74.80 | 19.75 | 10.70° | 4.04° | 7.00° | 2022 |
| L2CS-Net[23] | 23.52 | 16.53 | 10.41° | 3.92° | N/A | 2023 |
| GazeCaps[24] | 11.70 | 1.82 | 10.04° | 4.06° | 6.92° | 2023 |
| Gaze-Swin[25] | 32.28 | 5.17 | 10.14° | N/A | 6.38° | 2024 |
| SUGE[26] | 11.42 | 1.83 | 10.51° | 4.01° | N/A | 2024 |
| MobileNetV3[13]* | 4.205 | 0.233 | 10.46 | 4.05 | 6.37 | |
| Multitask-Gaze(Our) | 2.822 | 0.243 | 10.33° | 3.90° | 6.35° | |
| * indicates performance applied to gaze estimation tasks, not original paper data | ||||||