← Video Lab

Model leaderboard

A scorecard of the runs we actually measured on one DGX Spark. The setup and the kind of test matter as much as the number.

Scorecard: 2026-11-02 08:30 ET. Fixed-suite comparisons use ten prompts at seed 42 only; the second seed was not run. One-point quality gaps are noise until repeated. Other experiments use different prompts and settings and are listed separately.

Speed is wall seconds per second of output video (lower is faster), including submission and polling. Bars share a scale across this snapshot. Still images have no video-speed score. Minimum free memory is the lowest sampled MemAvailable, not peak model memory, and may miss a brief dip.

Fixed prompt suite

LTX 2.5 · image-to-video

10 / 10 quality-scored runs

Speed · s / video s
16.1
Minimum free memory · GB
13
Overall quality · / 5
3.9

Overall 3.90/5 across ten prompts at seed 42. A reference image helped consistency; fast action remained a weak spot.

Run evidence (10)

10 timing records; 10 memory records. Missing measurements stay unranked.

TestOutputs/sFree GBLoad context
021-ltx25_i2v-P01-s421280x704 · 5.042s15.524family switch on this port
022-ltx25_i2v-P02-s421280x704 · 5.042s15.526same family as previous run on this port
023-ltx25_i2v-P03-s421280x704 · 5.042s15.526same family as previous run on this port
024-ltx25_i2v-P04-s421280x704 · 5.042s15.525same family as previous run on this port
025-ltx25_i2v-P05-s421280x704 · 5.042s16.121same family as previous run on this port
026-ltx25_i2v-P06-s421280x704 · 5.042s16.719same family as previous run on this port
027-ltx25_i2v-P07-s421280x704 · 5.042s16.715same family as previous run on this port
028-ltx25_i2v-P08-s421280x704 · 5.042s17.313same family as previous run on this port
029-ltx25_i2v-P09-s421280x704 · 5.042s16.120same family as previous run on this port
030-ltx25_i2v-P10-s421280x704 · 5.042s16.120same family as previous run on this port

LTX 2.5 · text-to-video

10 / 10 quality-scored runs

Speed · s / video s
15.25
Minimum free memory · GB
23
Overall quality · / 5
3.1

Overall 3.10/5 across ten prompts at seed 42. Useful for selected shots; the hands prompt was not publication-ready.

Run evidence (10)

10 timing records; 10 memory records. Missing measurements stay unranked.

TestOutputs/sFree GBLoad context
011-ltx25_t2v-P01-s421280x704 · 5.042s21.428family switch on this port
012-ltx25_t2v-P02-s421280x704 · 5.042s14.925same family as previous run on this port
013-ltx25_t2v-P03-s421280x704 · 5.042s14.326same family as previous run on this port
014-ltx25_t2v-P04-s421280x704 · 5.042s14.923same family as previous run on this port
015-ltx25_t2v-P05-s421280x704 · 5.042s14.325same family as previous run on this port
016-ltx25_t2v-P06-s421280x704 · 5.042s14.327same family as previous run on this port
017-ltx25_t2v-P07-s421280x704 · 5.042s14.326same family as previous run on this port
018-ltx25_t2v-P08-s421280x704 · 5.042s14.327same family as previous run on this port
019-ltx25_t2v-P09-s421280x704 · 5.042s14.926same family as previous run on this port
020-ltx25_t2v-P10-s421280x704 · 5.042s14.923same family as previous run on this port

Z-Image Turbo · reference stills

10 / 10 quality-scored runs

Speed · s / video s
Not measured
Minimum free memory · GB
33
Overall quality · / 5
4.4

Overall 4.40/5 for reference images. This is a still-image test, not a video-speed competitor.

Run evidence (10)

0 timing records; 10 memory records. Missing measurements stay unranked.

TestOutputs/sFree GBLoad context
001-still_zimage-P01-s421344x768—33first run on this port in this suite
002-still_zimage-P02-s421344x768—51same family as previous run on this port
003-still_zimage-P03-s421344x768—50same family as previous run on this port
004-still_zimage-P04-s421344x768—50same family as previous run on this port
005-still_zimage-P05-s421344x768—50same family as previous run on this port
006-still_zimage-P06-s421344x768—50same family as previous run on this port
007-still_zimage-P07-s421344x768—50same family as previous run on this port
008-still_zimage-P08-s421344x768—50same family as previous run on this port
009-still_zimage-P09-s421344x768—51same family as previous run on this port
010-still_zimage-P10-s421344x768—50same family as previous run on this port

Other experiments

FLUX.2 Klein · reference stills

0 / 12 quality-scored runs

Speed · s / video s
Not measured
Minimum free memory · GB
61
Overall quality · / 5
Not scored

Not quality-scored in this snapshot; no quality ranking is justified.

Run evidence (12)

0 timing records; 12 memory records. Missing measurements stay unranked.

TestOutputs/sFree GBLoad context
151-flux2klein_still-sh01-s421280x704—61family switch on this port
151-flux2klein_still-sh02-s421280x704—68family switch on this port
151-flux2klein_still-sh03-s421280x704—69family switch on this port
151-flux2klein_still-sh04-s421280x704—69family switch on this port
151-flux2klein_still-sh05-s421280x704—68family switch on this port
151-flux2klein_still-sh06-s421280x704—68family switch on this port
151-flux2klein_still-sh07-s421280x704—68family switch on this port
151-flux2klein_still-sh08-s421280x704—68family switch on this port
151-flux2klein_still-sh09-s421280x704—68family switch on this port
151-flux2klein_still-sh10-s421280x704—68family switch on this port
151-flux2klein_still-sh11-s421280x704—68family switch on this port
151-flux2klein_still-sh12-s421280x704—68family switch on this port

LTX 2.5 · text-to-video

4 / 4 quality-scored runs

Speed · s / video s
16.1
Minimum free memory · GB
32
Overall quality · / 5
1.75

Overall 1.75/5 on four on-screen text and diagram tests. A title card worked better than charts and interface text.

Run evidence (4)

4 timing records; 4 memory records. Missing measurements stay unranked.

TestOutputs/sFree GBLoad context
195-ltx25_t2v-P11-s421280x704 · 5.042s16.132family switch on this port
196-ltx25_t2v-P12-s421280x704 · 5.042s19.739same family as previous run on this port
197-ltx25_t2v-P13-s421280x704 · 5.042s14.339same family as previous run on this port
198-ltx25_t2v-P14-s421280x704 · 5.042s14.337same family as previous run on this port

LTX 2.5 · image + audio

9 / 9 quality-scored runs

Speed · s / video s
18.48
Minimum free memory · GB
26
Overall quality · / 5
3

Overall 3.00/5; lip-sync averaged 1.67/5. Clean frames did not establish reliable mouth-to-word timing.

Run evidence (9)

9 timing records; 9 memory records. Missing measurements stay unranked.

TestOutputs/sFree GBLoad context
179-ltx_ia2v-daisy-story-v3-onset-hsprompt-s42-seg11280x704 · 15.708s17.235family switch on this port
180-ltx_ia2v-daisy-story-v3-reset-s42-seg11280x704 · 15.708s18.826family switch on this port
183-ltx_ia2v-daisy-story-v4cast-s42-seg11280x704 · 14.375s18.528family switch on this port
184-ltx_ia2v-daisy-story-v3-s1234-seg11280x704 · 15.708s19.128family switch on this port
185-ltx_ia2v-daisy-story-v4cast-s1234-seg11280x704 · 14.375s18.527family switch on this port
186-ltx_ia2v-daisy-story-v2break-s42-seg11280x704 · 16.375s18.528family switch on this port
187-ltx_ia2v-daisy-story-v3-lipsprompt-s42-seg11280x704 · 15.708s19.627family switch on this port
188-ltx_ia2v-daisy-story-v3-portrait-hsprompt-s42-seg11280x704 · 15.708s18.129family switch on this port
189-ltx_ia2v-daisy-story-v3-threequarter-hsprompt-s42-seg11280x704 · 15.708s1830family switch on this port

Z-Image Turbo · film stills

0 / 12 quality-scored runs

Speed · s / video s
Not measured
Minimum free memory · GB
42
Overall quality · / 5
Not scored

Not quality-scored in this snapshot; no quality ranking is justified.

Run evidence (12)

0 timing records; 12 memory records. Missing measurements stay unranked.

TestOutputs/sFree GBLoad context
150-zimage_still-sh01-s421280x704—42family switch on this port
150-zimage_still-sh02-s421280x704—60family switch on this port
150-zimage_still-sh03-s421280x704—60family switch on this port
150-zimage_still-sh04-s421280x704—59family switch on this port
150-zimage_still-sh05-s421280x704—58family switch on this port
150-zimage_still-sh06-s421280x704—60family switch on this port
150-zimage_still-sh07-s421280x704—60family switch on this port
150-zimage_still-sh08-s421280x704—58family switch on this port
150-zimage_still-sh09-s421280x704—60family switch on this port
150-zimage_still-sh10-s421280x704—58family switch on this port
150-zimage_still-sh11-s421280x704—60family switch on this port
150-zimage_still-sh12-s421280x704—58family switch on this port

Read the evidence in context

How we test · The memory budget

This snapshot does not establish a winner for unscored models. Refreshing it requires new test evidence, not a new estimate.

Download measurements and source scorecard (JSON)