Motion Graphics Pipeline Review

HyperFrames studies · AdLibrary references · dataset handoffs

Updated 2026-09-18 · static review bundle

Upscaling comparison

Matched source clips, output sizes and frame counts. Compare text, edges and motion before choosing a model.

Unreviewed sample

Each comparison uses the same four-second source excerpt. All model outputs are encoded the same way for browser review. Play controls synchronize the three videos; only the original audio can be enabled.

Production choice: SeedVR2 · GPU model cache. The FlashVSR sample uses the official locality-constrained sparse-attention backend. Its padding is removed without cropping original content.

360p portrait · text

360 × 640 source · 4.0 s · 30 FPS

Original

SeedVR2 7B

FlashVSR v1.1 Tiny

Selected from existing metadata; review audio normalized to the four-second video interval. Human quality review pending.

360p square · animation

360 × 360 source · 4.0 s · 30 FPS

Original

SeedVR2 7B

FlashVSR v1.1 Tiny

Selected from existing metadata; review audio normalized to the four-second video interval. Human quality review pending.

720p portrait · text

720 × 1280 source · 4.0 s · 30 FPS

Original

SeedVR2 7B

FlashVSR v1.1 Tiny

Selected from existing metadata; review audio normalized to the four-second video interval. Human quality review pending.

720p portrait · graphics

720 × 1280 source · 4.0 s · 30 FPS

Original

SeedVR2 7B

FlashVSR v1.1 Tiny

Selected from existing metadata; review audio normalized to the four-second video interval. Human quality review pending.

720p square

720 × 720 source · 4.0 s · 30 FPS

Original

SeedVR2 7B

FlashVSR v1.1 Tiny

Selected from existing metadata; review audio normalized to the four-second video interval. Human quality review pending.

720p landscape

1276 × 720 source · 4.0 s · 30 FPS

Original

SeedVR2 7B

FlashVSR v1.1 Tiny

Selected from existing metadata; review audio normalized to the four-second video interval. Human quality review pending.

Timing and reproducibility details

Processing time includes input preparation, model execution and the model's output encoding. Browser-review encoding is excluded. SeedVR2's first cached request includes startup; subsequent requests reuse the process. FlashVSR model initialization is reported separately. These are matched samples on GB200 GPUs, not a full-corpus speed guarantee.

FlashVSR initialization: 20.6 s. Resolution changes and workload mix affect throughput.

SampleModeProcessingStartup
360p portrait · text · 480p targetSeedVR2 · reload each section32.3 sFresh process
360p portrait · text · 480p targetSeedVR2 · CPU model cache31.6 sFirst request
360p portrait · text · 480p targetSeedVR2 · GPU model cache35.6 sFirst request
360p portrait · text · 480p targetFlashVSR v1.1 Tiny3.3 sFirst request
360p portrait · text · 1080p targetSeedVR2 · reload each section77.4 sFresh process
360p portrait · text · 1080p targetSeedVR2 · CPU model cache67.9 sWarm process
360p portrait · text · 1080p targetSeedVR2 · GPU model cache66.9 sWarm process
360p portrait · text · 1080p targetFlashVSR v1.1 Tiny10.3 sFirst request
360p square · animation · 480p targetSeedVR2 · reload each section17.4 sFresh process
360p square · animation · 480p targetSeedVR2 · CPU model cache8.5 sWarm process
360p square · animation · 480p targetSeedVR2 · GPU model cache7.3 sWarm process
360p square · animation · 480p targetFlashVSR v1.1 Tiny2.9 sFirst request
360p square · animation · 1080p targetSeedVR2 · reload each section50.8 sFresh process
360p square · animation · 1080p targetSeedVR2 · CPU model cache41.6 sWarm process
360p square · animation · 1080p targetSeedVR2 · GPU model cache40.3 sWarm process
360p square · animation · 1080p targetFlashVSR v1.1 Tiny6.6 sFirst request
720p portrait · text · 1080p targetSeedVR2 · reload each section79.1 sFresh process
720p portrait · text · 1080p targetSeedVR2 · CPU model cache69.6 sWarm process
720p portrait · text · 1080p targetSeedVR2 · GPU model cache67.6 sWarm process
720p portrait · text · 1080p targetFlashVSR v1.1 Tiny10.4 sWarm process
720p portrait · graphics · 1080p targetSeedVR2 · reload each section79.5 sFresh process
720p portrait · graphics · 1080p targetSeedVR2 · CPU model cache69.7 sWarm process
720p portrait · graphics · 1080p targetSeedVR2 · GPU model cache67.1 sWarm process
720p portrait · graphics · 1080p targetFlashVSR v1.1 Tiny10.3 sWarm process
720p square · 1080p targetSeedVR2 · reload each section49.7 sFresh process
720p square · 1080p targetSeedVR2 · CPU model cache41.8 sWarm process
720p square · 1080p targetSeedVR2 · GPU model cache39.6 sWarm process
720p square · 1080p targetFlashVSR v1.1 Tiny6.4 sWarm process
720p landscape · 1080p targetSeedVR2 · reload each section78.4 sFresh process
720p landscape · 1080p targetSeedVR2 · CPU model cache69.6 sWarm process
720p landscape · 1080p targetSeedVR2 · GPU model cache67.9 sWarm process
720p landscape · 1080p targetFlashVSR v1.1 Tiny10.4 sWarm process

SeedVR2 cache equivalence: Cached decoded outputs matched the uncached baseline for all 9 tasks in the selected mode. This is a numerical regression check, not visual approval.

No visual or audio QA was performed. Download sample results