Video Generation on Paired Fundus CF-to-FFA (test)
1,503.21FVDFundus2Video
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Fundus2VideoMask Type=Knowledge M, Mask-enhanced PatchNCE loss Lp=true, PatchNCE loss-boost LMasked P=true, Knowledge-boost attention Latt=true, Knowledge-aware discriminators=true2024.08 | 1,503.21 | 0.3814 | 11.81 | 0.2001 | |
| Fundus2VideoMask Type=Knowledge M, Mask-enhanced PatchNCE loss Lp=true, PatchNCE loss-boost LMasked P=true, Knowledge-boost attention Latt=false, Knowledge-aware discriminators=false2024.08 | 1,527.94 | 0.3738 | 11.76 | 0.2093 | |
| Fundus2VideoMask Type=GT Lesion Seg M, Mask-enhanced PatchNCE loss Lp=true, PatchNCE loss-boost LMasked P=true, Knowledge-boost attention Latt=true, Knowledge-aware discriminators=true2024.08 | 1,586.35 | 0.3688 | 11.23 | 0.2136 | |
| Fundus2VideoMask Type=Knowledge M, Mask-enhanced PatchNCE loss Lp=true, PatchNCE loss-boost LMasked P=false, Knowledge-boost attention Latt=false, Knowledge-aware discriminators=false2024.08 | 1,611.21 | 0.3625 | 11.41 | 0.2162 | |
| Fundus2VideoMask Type=Knowledge M, Mask-enhanced PatchNCE loss Lp=false, PatchNCE loss-boost LMasked P=false, Knowledge-boost attention Latt=false, Knowledge-aware discriminators=true2024.08 | 1,664.42 | 0.3442 | 11.36 | 0.2166 | |
| Fundus2VideoMask Type=Knowledge M, Mask-enhanced PatchNCE loss Lp=false, PatchNCE loss-boost LMasked P=false, Knowledge-boost attention Latt=true, Knowledge-aware discriminators=false2024.08 | 1,701.3 | 0.3694 | 11.2 | 0.2133 | |
| Fundus2VideoMask Type=Knowledge M, Mask-enhanced PatchNCE loss Lp=false, PatchNCE loss-boost LMasked P=false, Knowledge-boost attention Latt=false, Knowledge-aware discriminators=false2024.08 | 1,804.25 | 0.3225 | 11.11 | 0.2213 | |
| ConsistI2VMask Type=None, Mask-enhanced PatchNCE loss Lp=false, PatchNCE loss-boost LMasked P=false, Knowledge-boost attention Latt=false, Knowledge-aware discriminators=false2024.08 | 2,108.33 | 0.2662 | 10.71 | 0.2498 | |
| Seg2VidMask Type=None, Mask-enhanced PatchNCE loss Lp=false, PatchNCE loss-boost LMasked P=false, Knowledge-boost attention Latt=false, Knowledge-aware discriminators=false2024.08 | 2,302.15 | 0.293 | 10.23 | 0.2451 | |
| Med-ddpmMask Type=None, Mask-enhanced PatchNCE loss Lp=false, PatchNCE loss-boost LMasked P=false, Knowledge-boost attention Latt=false, Knowledge-aware discriminators=false2024.08 | 2,410.54 | 0.2305 | 10.59 | 0.2513 |