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Recurrence Without Recurrence: Stable Video Landmark Detection With Deep Equilibrium Models
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use LDEQ instead of HIH | WFLW landmark detection · WFLW test, Full | NME: 4.08 -> 3.92 | Helped |
| use LDEQ instead of HIH | WFLW landmark detection · WFLW test, Full | AUC_10: 0.605 -> 0.624 | Helped |
| use LDEQ instead of HIH | WFLW landmark detection · WFLW test, Full | FR_10: 2.60 -> 2.48 | Helped |
| add RwR at inference (ablation) | LDEQ · WFLW-V hard | NMF: 197.16 -> 172.95 | Helped |
| add RwR at inference (ablation) | LDEQ · WFLW-V hard | NME: 2.31 -> 2.30 | Helped |
| add RwR at inference (ablation) | LDEQ · WFLW-V easy | NMF: 84.03 -> 82.74 | Helped |
| add RwR at inference (ablation) | LDEQ · WFLW-V easy | NME: 1.24 -> 1.24 | No clear effect |
| add RwR at inference (ablation) | LDEQ · WFLW-V FULL | NMF: 140.59 -> 127.85 | Helped |
| add RwR at inference (ablation) | LDEQ · WFLW-V FULL | NME: 1.77 -> 1.77 | No clear effect |
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