Progressive Growing of Video Tokenizers for Temporally Compact Latent Spaces

ICCV 2025

Paper ID 6728

In this supplementary website we provide additional video results for the following cases:

  • First row: videos showing reconstruction results under different settings.
  • Second row: videos showing text-to-video geenrating results with different latent spaces.
  • Third row: videos corresponding to figures in the main paper.
Reconstruction Comparison
4X (Baselines)
Reconstruction Comparison
8X
Reconstruction Comparison
16X
Reconstruction Comparison
Overlapping Chunks

Text-to-Video Generation
16X Latent
Text-to-Video Generation
4X v/s 16X Latent
Text-to-Video Generation
16X Latent Long Video
Text-to-Video Generation
Overlapping Chunks

Figure 3
Main Paper
Figure 2
Main Paper
Figure 5
Main Paper
Figure 9
Main Paper

Text-to-Video Generation (ProMAG-4× v/s ProMAG-16× Latent Space)

We show examples comparing the text-to-video generation results of our ProMAG-4× latent (4× temporal compression) with ProMAG-16× latent (16× temporal compression). The highly compressed 16× latent latent space can achieve similar video generation quality as the base 4× latent, but with huge boost in efficiency compared to 4× latent space. Generated videos for both are at 192×320 resolution and have 68 frames.

4× Latent

16× Latent

A slow cinematic push in on an ostrich standing in a 1980s kitchen.


4× Latent

16× Latent

Entering a Martian cave to reveal an alien colony hidden within, Cinematic FPV.


4× Latent

16× Latent

Yellow mold growing in a petri dish, moody and dim lighting, cool tones, cold color grade, dynamic motion.


4× Latent

16× Latent

Hyperspeed hand held camera. An irregular sphere shape ball dramatically undulates, warps and explodes as it transforms into a completely different man. Surreal.


4× Latent

16× Latent

A young woman with vibrant red hair, adorned with a whimsical leafy crown, gazes off-camera with an expression of soft awe. Her freckled face is bathed in warm...


4× Latent

16× Latent

Tranquil lakeside scene during autumn. Wide shot of the entire lake, with colorful trees reflecting in the water. Slowly move the camera over the lake's surface...


4× Latent

16× Latent

A person sitting on a bed looking at a spectacular night sky full of galaxies and stars, view from behind, fisheye perspective, vibrant...