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
Compare Florence reference · pole turn
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.
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
Zendaya reference · studio dance
Compare Zendaya reference · studio dance
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.
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
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.
The finding
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
| Choice | Baseline / first option | Candidate / second option |
|---|---|---|
| Model checkpoint | Ref2VA pruned INT8 convrot | Hybrid FL2VA/Ref2VA b20–49 INT8 |
| Reference roles | One hairstyle/outfit anchor | Same anchor + 3 genuine other face views |
| Sampling | Simple schedule, 8-step turbo + upscale | Beta schedule, 20 steps |
| Swap adapter | Character-swap adapter included | Different adapter configuration |
| Interpretation | Whole recipe A | Whole recipe B; not a one-variable test |
Time & cost, without the guesswork.
| Saved run | Recorded processing | Recorded amount | Scope |
|---|---|---|---|
| Pole · H1 | 3m 12s | Not itemized | Engine time only |
| Pole · HM4 | 12m 29s | Not itemized | Engine time only |
| Studio · H1 | 3m 07s | Not itemized | Engine time only |
| Studio · HM4 | 12m 28s | Not itemized | Engine 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.
Study settings summary; not an importable ComfyUI workflow. Requires the private ModelPilot runtime/nodes and separately licensed model weights.
Download study filesIncludes 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.
- Studio dance source — Andres Daza. Prepared and excerpted for the saved test; no performer endorsement. License recorded at acquisition.
- Pole-performance source — Pexels User Flerko. Prepared excerpt; no performer endorsement. License recorded at acquisition.
- Florence Pugh appearance anchor — Frank Sun / WikiPortraits. Original photo; displayed contained. License recorded at acquisition.
- Florence Pugh face view 2 — Frank Sun / WikiPortraits. Face crop from a different real photograph. License recorded at acquisition.
- Florence Pugh face view 3 — Frank Sun / WikiPortraits. Face crop from a different real photograph. License recorded at acquisition.
- Florence Pugh face view 4 — Frank Sun / WikiPortraits. Face crop from a different real photograph. License recorded at acquisition.
- Zendaya appearance anchor — © Glenn Francis, www.PacificProDigital.com. Original photo; displayed contained. License recorded at acquisition.
- Zendaya face view 2 — © Glenn Francis, www.PacificProDigital.com. Face crop from a different real photograph. License recorded at acquisition.
- Zendaya face view 3 — © Glenn Francis, www.PacificProDigital.com. Face crop from a different real photograph. License recorded at acquisition.
- Zendaya face view 4 — Gage Skidmore. Face crop from a different real photograph. License recorded at acquisition.
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.





