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Character identityA tradeoff, not a winner

More references aren’t a face-swap guarantee.

H1 was faster. HM4 avoided one copied backdrop, but neither reliably reproduced the celebrity’s face.

Florence reference · pole turn

Silent preview
Appearance reference

Compare Florence reference · pole turn

AI result · Fast H1
AI result · Detailed HM4
0:00.00 / 0:00.00
Inspect movement closely

Both videos stay on the same timeline at every speed; this does not retime the character’s moves. Frame buttons seek by 41.7 ms on the output grid; browser decoding and a different source frame rate can affect the displayed frame.

Loading the comparison videos… Open the result file

Silent publication previews. This pair compares the shared interval; full-length files are below. Audio findings refer to preserved original test files.

Full appearance input for Florence reference · pole turn

Original appearance input, shown without cropping.

What to look for Rotation is recognizable. HM4 later leaks white source clothing; fine grip and face accuracy remain weak. Judge the face against the photo, not just the hairstyle.

Original video, full results & downloads
Original video
Download Original video
AI result · Fast H1
Download AI result · Fast H1
AI result · Detailed HM4
Download AI result · Detailed HM4

Additional real-photo face views used in this archived HM4 test. These are not four generated views from one photo.

Additional face reference 2 for Florence reference · pole turnAdditional face reference 3 for Florence reference · pole turnAdditional face reference 4 for Florence reference · pole turn

Zendaya reference · studio dance

Silent preview
Appearance reference

Compare Zendaya reference · studio dance

AI result · Fast H1
AI result · Detailed HM4
0:00.00 / 0:00.00
Inspect movement closely

Both videos stay on the same timeline at every speed; this does not retime the character’s moves. Frame buttons seek by 41.7 ms on the output grid; browser decoding and a different source frame rate can affect the displayed frame.

Loading the comparison videos… Open the result file

Silent publication previews. This pair compares the shared interval; full-length files are below. Audio findings refer to preserved original test files.

Full appearance input for Zendaya reference · studio dance

Original appearance input, shown without cropping.

What to look for HM4 avoids the copied event logos seen in other tested recipes, but the lighting becomes flatter. Neither face is a dependable match.

Original video, full results & downloads
Original video
Download Original video
AI result · Fast H1
Download AI result · Fast H1
AI result · Detailed HM4
Download AI result · Detailed HM4

Additional real-photo face views used in this archived HM4 test. These are not four generated views from one photo.

Additional face reference 2 for Zendaya reference · studio danceAdditional face reference 3 for Zendaya reference · studio danceAdditional face reference 4 for Zendaya reference · studio dance

AI-generated outputs are identified in each comparison. Public previews omit source audio where present; visual streams are unchanged. Original test files and audio measurements remain preserved. No performer or photographer endorses ModelPilot.

Should you use fast restyling or a more detailed replacement setup?

Keep the options separate. H1 is the practical speed choice in these examples. HM4 can improve some detail and background behavior, but it is much slower and still leaks source clothing or misses likeness.

Two inputs shown from ten saved video outputs and four previews. H1 versus HM4 is a whole-recipe comparison.

What we would choose

Present H1 as fast restyling and HM4 as an experimental detail option. Do not sell either as a reliable face-only swap or exact celebrity replacement.

Where it still falls short

  • HM4 also changes the base model checkpoint, sampling schedule, steps and adapters. Four photos alone cannot be credited with the visible differences.
  • The actual archived HM4 test used one appearance anchor plus three crops from different real photos. Current hosted HM4 input choices may differ; it is not an exact one-click replay.
  • Four keyframe previews were saved, but keyframe propagation never rendered. It is not a proven third replacement option.

What changed

Configuration comparisonScroll sideways for all columns.
ChoiceBaseline / first optionCandidate / second option
Model checkpointRef2VA pruned INT8 convrotHybrid FL2VA/Ref2VA b20–49 INT8
Reference rolesOne hairstyle/outfit anchorSame anchor + 3 genuine other face views
SamplingSimple schedule, 8-step turbo + upscaleBeta schedule, 20 steps
Swap adapterCharacter-swap adapter includedDifferent adapter configuration
InterpretationWhole recipe AWhole recipe B; not a one-variable test

Time & cost, without the guesswork.

Historical observations · October 19, 2026 · not current quotesScroll sideways for all columns.
Saved runRecorded processingRecorded amountScope
Pole · H13m 12sNot itemizedEngine time only
Pole · HM412m 29sNot itemizedEngine time only
Studio · H13m 07sNot itemizedEngine time only
Studio · HM412m 28sNot itemizedEngine time only

The campaign’s recorded Studio worker debit was $20.4551 for ten videos, four previews and startup/idle/save time. Per-output charges were not invoiced. Do not divide that total evenly or treat engine time as end-to-end waiting.

H1 and HM4 used the same shared H3 worker in this campaign. The exact device class is not reconstructed here; engine timings are not a cross-GPU benchmark.

Inspect the setup

Runtime identity
Archived experimental runtime sha256:5de427d73f1c472f1aaf22e472d543d36e58f33894c8bfea30036df42d6909a9
H1 model checkpoint
minimax_h3_ref2va_pruned_int8_convrot.safetensors
HM4 model checkpoint
minimax_h3_hybrid_fl2va_ref2va_b20-49-int8.safetensors
Reference encoder
qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors
Seed
1414213562
Other saved options
H4, HQ4 and HN4 also completed. More detail or additional views did not establish a universal likeness fix.
Hardware and timing limits
H1 and HM4 used the same shared H3 worker in this campaign. The exact device class is not reconstructed here; engine timings are not a cross-GPU benchmark.
Read the archived studio-dance H1 prompt

This is the eight-second Zendaya example. The pole example has its own duration and appearance description; the detailed recipe also assigns additional reference roles.

subject_definitions: The adult performer in <Video 1> supplies movement and scene only. <Picture 1> supplies the replacement identity, outfit and hairstyle.
summary: The output is an edited version of <Video 1>, replacing its sole adult performer with the long auburn hair, recognizable facial structure, red sequined bodice with black edging, side cutouts, long black skirt and black pumps of <Picture 1>.
retention_analysis: Keep the source camera, background, light, timing, number of people, head and body orientation, limbs, hands, contacts and occlusions. Keep the target costume fully covering the body.
detailed_description: Follow only the actual movements visible in <Video 1>, at their original times. Do not add turns, poses or back views that the source does not make. Hair and clothing follow the motion. Do not transplant photograph backgrounds or introduce cuts. One continuous eight-second shot.
overall_soundscape: Silent output; no generated audio.
non_diegetic_music: None.
Download settings summary

Study settings summary; not an importable ComfyUI workflow. Requires the private ModelPilot runtime/nodes and separately licensed model weights.

Download study files

Includes four archived H1/HM4 API graph templates, credits and model requirements. Private runtime nodes and fresh input bindings are required; standalone execution has not been qualified.

Sources, attribution & publication status

Source credits, original licenses and adaptation notices are recorded below. Results are AI-generated research demonstrations, not endorsements. Model use and output redistribution remain subject to the MiniMax H3 license and any required separate authorization.

All videos on this page are saved outputs, not new generations. Settings and conclusions were transcribed from the original experiment receipts. No customer accounts, private batch identifiers or credentials are included in the downloadable summary.

Source credits and changes accompany each download. Read the media notices. Public previews omit source audio; the original test files remain preserved. ModelPilot has received authorization for its H3 use and works. This does not grant rights to third-party source material.