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Dynamic Scene Reconstruction on N3DV (test)

32.66PSNRReCon-GS
28.458429.549230.6431.7308Mar 3, 2024Jul 22, 2024Dec 10, 2024Apr 30, 2025Sep 18, 2025Feb 6, 2026Jun 27, 2026

Evaluation results

MethodLinks
ReCon-GSCategory=Online2026.0132.66———0.957440—
4DGVCategory=Offline2026.0132.55————70—
HPC w/o NNCCategory=Online, Quality Level=high2026.0132.36———0.95566—
HPCCategory=Online, Quality Level=high2026.0132.36———0.95539—
iFVCCategory=Online, Quality Level=high2026.0132.35———0.95399—
StreamSTGSRepresentation type=3DGS-based, Storage (KB)=174, Train (s)=66.75, Decode (ms)=8.63, Render (ms)=10.00, FPS=1002026.0632.3———0.9436—0.1474
Ours(3DGS)Representation type=3DGS-based, Storage (KB)=92.04, Train (s)=18.67, Decode (ms)=2.27, Render (ms)=9.35, FPS=1072026.0632.26———0.9452—0.1388
HPC w/o NNCCategory=Online, Quality Level=low2026.0132.22———0.95359—
QUEENCategory=Online, Quality Level=high2026.0132.19———0.946750—
Ours-PT(3DGS)Representation type=3DGS-based, Storage (KB)=94, Train (s)=6.82, Decode (ms)=2.34, Render (ms)=9.52, FPS=1052026.0632.17———0.9447—0.1405
ComGSCategory=Online, Quality Level=high2026.0132.12————106—
Ex4DGSCategory=Offline2026.0132.11———0.94383—
3DG-SCategory=Static, Streamable=false2024.0332.0847.18.3390———
STGCategory=Offline2026.0132.05————666—
Ours(ScaffoldGS)Representation type=Scaffold-GS-based, Storage (KB)=42.42, Train (s)=20.81, Decode (ms)=1.94, Render (ms)=11.32, FPS=88.272026.0631.93———0.9448—0.1408
Ours-PT(ScaffoldGS)Representation type=Scaffold-GS-based, Storage (KB)=42.65, Train (s)=8.22, Decode (ms)=1.96, Render (ms)=11.42, FPS=87.62026.0631.93———0.9446—0.1412
HPCCategory=Online, Quality Level=low2026.0131.91———0.95123—
QUEENCategory=Online, Quality Level=low2026.0131.89———0.946680—
ComGSCategory=Online, Quality Level=low2026.0131.87————49—
iFVCCategory=Online, Quality Level=low2026.0131.84———0.9563—
QUEENRepresentation type=3DGS-based, Storage (KB)=20882, Train (s)=8.70, Decode (ms)=0.58, Render (ms)=3.98, FPS=2512026.0631.79———0.9449—0.1415
GIFStreamCategory=Offline2026.0131.75———0.93833—
HexPlaneCategory=Offline, Streamable=false2024.0331.70.82.40.21———
3DGStreamCategory=Online2026.0131.69———0.9487,780—
3DGStreamCategory=Online, Streamable=true2024.0331.67—0.2215———
4DGCProCategory=Online, Quality Level=high2026.0131.64———0.944640—
K-PlanesCategory=Offline, Streamable=false2024.0331.6310.80.15———
4DGCCategory=Online2026.0131.58———0.943500—
4DGCRepresentation type=3DGS-based, Storage (KB)=784, Train (s)=67.37, Decode (ms)=2.57, Render (ms)=12.66, FPS=792026.0631.53———0.9412—0.1431
MEGACategory=Offline2026.0131.49————83—
iFVCRepresentation type=Scaffold-GS-based, Storage (KB)=114, Train (s)=15.75, Decode (ms)=68.24, Render (ms)=8.93, FPS=14.652026.0631.38———0.9419—0.1357
HiCoMRepresentation type=3DGS-based, Storage (KB)=10704, Train (s)=10.35, Decode (ms)=0, Render (ms)=6.13, FPS=1632026.0631.31———0.939—0.1475
HiCoMCategory=Online2026.0131.17————900—
HyperReelCategory=Offline, Streamable=false2024.0331.11.21.82———
MixVoxelsCategory=Offline, Streamable=false2024.0330.81.70.2716.7———
PlenoxelsCategory=Static, Streamable=false2024.0330.774,106238.3———
GIFStreamRepresentation type=Scaffold-GS-based, Storage (KB)=38.04, Train (s)=22.25, Decode (ms)=1.97, Render (ms)=10.31, FPS=972026.0630.76———0.9368—0.147
3DGStreamRepresentation type=3DGS-based, Storage (KB)=8205, Train (s)=17.07, Decode (ms)=6.51, Render (ms)=13.89, FPS=722026.0630.73———0.9348—0.147
OR2Representation type=3DGS-based, Storage (KB)=8005, Train (s)=42.53, Decode (ms)=1.20, Render (ms)=7.46, FPS=1342026.0630.73———0.9336—0.1577
NeRFPlayerCategory=Offline, Streamable=true2024.0330.6917.11.20.05———
StreamRFCategory=Online, Streamable=true2024.0330.68—0.258.3———
4DGCProCategory=Online, Quality Level=low2026.0130.68———0.926210—
TeTriRFRepresentation type=3DGS-based, Storage (KB)=65.89, Train (s)=31.79, Decode (ms)=149.3, Render (ms)=653.59, FPS=1.532026.0630.07———0.9003—0.2986
DyNeRFCategory=Offline, Streamable=false2024.0329.580.12600.02———
I-NGPCategory=Static, Streamable=false2024.0328.6248.21.32.9———