Scanpath Alignment on CIFAR-10
669.22DTWGazeformer
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GazeformerParams (M)=0.27, Time (ms/im)=0.04 ± 0.012026.03 | 669.22 | 0.346 | 0.757 | 0.689 | 0.068 | |
| DeepGaze IIEParams (M)=0.2, Time (ms/im)=0.82 ± 0.032026.03 | 705.48 | 0.311 | 0.251 | 0.601 | 0.039 | |
| EVA (train self-error)Params (M)=2.97, Time (ms/im)=3.24 ± 0.35, FLOPs (B)=1.372026.03 | 792.89 | 0.33 | 0.608 | 0.7 | 0.065 | |
| EVA (gate only)Params (M)=1.67, Time (ms/im)=2.92 ± 0.06, FLOPs (B)=0.072026.03 | 797.79 | 0.318 | 0.702 | 0.681 | 0.051 | |
| EVA (w/o CNN)Params (M)=1.93, Time (ms/im)=3.12 ± 0.45, FLOPs (B)=0.072026.03 | 800.3 | 0.327 | 0.511 | 0.703 | 0.057 | |
| EVA (error only)Params (M)=1.47, Time (ms/im)=3.24 ± 0.42, FLOPs (B)=0.022026.03 | 824.51 | 0.321 | 0.483 | 0.702 | 0.053 | |
| EVA-MobileParams (M)=4.79, Time (ms/im)=5.59 ± 0.49, FLOPs (B)=0.45, Backbone=MobileNetV32026.03 | 825.11 | 0.322 | 0.786 | 0.701 | 0.08 | |
| DRAMParams (M)=2.25, Time (ms/im)=3.91 ± 0.35, FLOPs (B)=1.75, scale=2scale2026.03 | 837.14 | 0.302 | 0.665 | 0.679 | 0.044 | |
| EVAParams (M)=2.97, Time (ms/im)=3.06 ± 0.04, FLOPs (B)=1.372026.03 | 856.29 | 0.316 | 0.481 | 0.692 | 0.064 | |
| EVA (w/o gate)Params (M)=2.48, Time (ms/im)=2.96 ± 0.14, FLOPs (B)=1.322026.03 | 863.7 | 0.308 | 0.391 | 0.686 | 0.026 | |
| EVA (w/o error)Params (M)=2.97, Time (ms/im)=3.32 ± 0.11, FLOPs (B)=1.372026.03 | 894.17 | 0.3 | 0.386 | 0.691 | 0.032 | |
| SaccaderParams (M)=12.49, Time (ms/im)=3.29 ± 0.31, FLOPs (B)=4.442026.03 | 928.44 | 0.276 | 0.277 | 0.665 | -0.001 | |
| MRAMParams (M)=1.18, Time (ms/im)=2.34 ± 0.13, FLOPs (B)=0.01, scale=1scale2026.03 | 930.38 | 0.274 | 0.318 | 0.667 | 0.026 | |
| MRAMParams (M)=1.21, Time (ms/im)=3.53 ± 0.28, FLOPs (B)=0.02, scale=2scale2026.03 | 945.31 | 0.263 | 0.315 | 0.674 | 0.057 | |
| EVA (CNN only)Params (M)=2.22, Time (ms/im)=3.91 ± 0.09, FLOPs (B)=1.322026.03 | 1,019.85 | 0.253 | 0.264 | 0.663 | -0.023 | |
| DRAMParams (M)=2.24, Time (ms/im)=1.94 ± 0.10, FLOPs (B)=1.74, scale=1scale2026.03 | 1,069.77 | 0.248 | 0.224 | 0.656 | -0.021 | |
| RAMParams (M)=0.68, Time (ms/im)=3.22 ± 0.20, FLOPs (B)=0.02, scale=2scale2026.03 | 1,173.89 | 0.258 | 0.377 | 0.684 | -0.016 | |
| RAMParams (M)=0.65, Time (ms/im)=2.21 ± 0.08, FLOPs (B)=0.01, scale=1scale2026.03 | 1,176.54 | 0.241 | 0.228 | 0.654 | -0.041 |