Δ-IRIS vs Real UpNDown — World Model Prediction

Δ-IRISNEWICML 2024·64x64 @ 15fps
Ground Truth
Atari UpNDown real gameplay (ground truth frames, 64x64 @ 15fps)
Prediction
Atari UpNDown predicted by Δ-IRIS world model (64x64 @ 15fps)
Higher is better
0.4508
Lower is better
50.3
Lower is better
0.1197
FramesPrediction horizon
100

Prediction Quality Over Horizon

H=1/4/16/64. Two stacked charts; higher is better in both.

LPIPSSSIM
Better ↑
SSIMLPIPS qualityH=1H=4H=16H=64