Arbitrary Point Tracking on InivTAP
14.3Visual Displacement Error (Avg)E2Vid-PIPs++
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| E2Vid-PIPs++Train Data=PO, Input=Event, Time=21.42026.03 | 14.3 | — | — | 22.4 | |
| E2Vid-ChronoTrain Data=Kub, Input=Event2026.03 | 17.9 | 10.4 | 68.8 | 17.4 | |
| E2Vid-CoTracker3Train Data=Kub, Input=Event, Time=22.22026.03 | 19.4 | 12.8 | 56.6 | 23.2 | |
| ETAPTrain Data=E-Kub, Input=Event, Time=36.92026.03 | 22.3 | 12.8 | 86.3 | 25.1 | |
| FETAPTrain Data=MF, Input=Frame+Event2026.03 | 25.7 | — | — | 28 | |
| TAPFormer-ETrain Data=E-FastKub, Input=Event, Time=14.02026.03 | 29.8 | 20.9 | 79 | 33.7 | |
| PIPs++Train Data=PO, Input=Frame, Time=21.12026.03 | 31.2 | — | — | 34.5 | |
| ChronoTrain Data=Kub, Input=Frame2026.03 | 44.7 | 31.2 | 79.8 | 37.8 | |
| CoTracker3Train Data=Kub, Input=Frame, Time=19.02026.03 | 53.2 | 41.8 | 72.8 | 49.9 | |
| TAPFormer-FTrain Data=FastKub, Input=Frame, Time=16.52026.03 | 54.5 | 44.6 | 74.7 | 50.6 | |
| FETAPTrain Data=FE-FastKub, Input=Frame+Event, Time=23.42026.03 | 54.9 | 42.2 | 83.9 | 50.7 | |
| TAPFormerTrain Data=FE-FastKub, Input=Frame+Event, Time=20.22026.03 | 69.9 | 57 | 95.2 | 65 |