One identity. 24 reference images.
A Kaggle Qwen Image case study: establish a coherent full-body reference, then extend it into face angles, body views, poses and expressions. Browse and download the original PNGs below.
Generated October 14, 2026 · Case study published October 15, 2026
Begin with a stable identity
The reference is a fictional adult woman, approximately 25. A fixed portrait anchors facial identity; the front full-body image anchors proportions and clothing. The neutral white T-shirt and gray leggings are intended for character and outfit-reference work. These assets do not constitute a finished product-image or lingerie campaign.
Download identity reference PNG- Hardware
- 2 × Tesla T4 · 15,360 MiB each
- Original dimensions
- 768 × 768 portraits; 768 × 1152 full body
- Generation setup
- Qwen Image · UC Q4_K_M · 20 steps · CFG 1 · Euler/simple
- Selected output
- 24 of 36 generated images
Face angles · 6 images
Front portrait
768 × 768 · PNG · 138.1 s recorded per image
Seed & original SHA-256
Seed: 2026101402
370e2e65315414aca78792a52ad069f3a95c2661fbac4e10423e45f2c98c82b2
Left three-quarter portrait
768 × 768 · PNG · 108.3 s recorded per image
Seed & original SHA-256
Seed: 2026111403
0059f131c232155ccb86b15cdaeee0063c7334bf40b8ba0d779ac92a1dab0013
Right three-quarter portrait
768 × 768 · PNG · 93.1 s recorded per image
Seed & original SHA-256
Seed: 2026111404
de0c0d7055abb26ba793c51862d92b297e8f62b57f6ce40cee4a54c1f1bed998
Left profile portrait
768 × 768 · PNG · 105.1 s recorded per image
Seed & original SHA-256
Seed: 2026111405
8dc76bb265a87717d9bff312dbb17df789b78bc91a51efb58593ee35882b2551
Right profile portrait
768 × 768 · PNG · 93.1 s recorded per image
Seed & original SHA-256
Seed: 2026111406
f6ee9a0aa2a807686de24f417389a11ef878a34bbf0845ce1444e8f836298370
Back of head and hairstyle
768 × 768 · PNG · 93.1 s recorded per image
Seed & original SHA-256
Seed: 2026111407
e215ae8816dc83f3b63549156ba3253b028d49248e5b93b16a209774853c1c7eFull-body views · 6 images
Front full-body view
768 × 1152 · PNG · 162.1 s recorded per image
Seed & original SHA-256
Seed: 2026101400
4432135fd720d3455b39b21542b214e62666b056f9ed5a5757a223e87a68d79a
Left three-quarter full-body view
768 × 1152 · PNG · 132.1 s recorded per image
Seed & original SHA-256
Seed: 2026111408
65a15f6159313af1d2bfa7cb605c9b68059fcf005e546ab7392d2d24ff4be362
Right three-quarter full-body view
768 × 1152 · PNG · 129.3 s recorded per image
Seed & original SHA-256
Seed: 2026111409
e3912c4474e3b86229dce3d6aceb6ad9c41fe3ca2a11e8dbaa85f613739b865c
Left full-body profile
768 × 1152 · PNG · 147.1 s recorded per image
Seed & original SHA-256
Seed: 2026101410
a4af76fb5585d804528fdebc0c757abc6bf7cffb31f9538bad5b01e6240649ee
Right full-body profile
768 × 1152 · PNG · 147.1 s recorded per image
Seed & original SHA-256
Seed: 2026101411
1b7bae0330cd5c396084f3257c12f63889acbbe3884e688f4c0adabfc34334fd
Back full-body view
768 × 1152 · PNG · 120.1 s recorded per image
Seed & original SHA-256
Seed: 2026111412
376d54611dfa4f022bf00a3fc8d97351cb1754481dcf000199174e52e5c3a6c2Poses · 8 images
Arms raised
768 × 1152 · PNG · 135.1 s recorded per image
Seed & original SHA-256
Seed: 2026101401
4e16ea27a26e51769dbf32856b6b076bf2889685c58a79cf9e140d0fc8322d57
Hands on hips
768 × 1152 · PNG · 147.1 s recorded per image
Seed & original SHA-256
Seed: 2026101413
0f7d2a11c4c47cca991c012c915af8247906e39612b29c6f569b24f81369bc13
One arm raised
768 × 1152 · PNG · 147.1 s recorded per image
Seed & original SHA-256
Seed: 2026101414
a4af461f5eb5030704b37faf862c443d117cb056b0c97803f374d7a5e21b5b62
Walking
768 × 1152 · PNG · 147.1 s recorded per image
Seed & original SHA-256
Seed: 2026101415
c1d000b4866bc0ad28395774a99b58d7bcde5115b52e488f6ae8a00423dda9fe
Seated
768 × 1152 · PNG · 147.1 s recorded per image
Seed & original SHA-256
Seed: 2026101416
085a0bd856d1d5fa31bc8bba13a0e97b844affaadc35b4f2edde5fd8b36a888f
Weight-shift stance
768 × 1152 · PNG · 147.1 s recorded per image
Seed & original SHA-256
Seed: 2026101417
6c33b57d5160604f5227a8231cda4246106118c6e73e2e4601fd7c87af662986
Arms crossed
768 × 1152 · PNG · 147.1 s recorded per image
Seed & original SHA-256
Seed: 2026101418
47cc0abead51a7f0078f5306b67311dea377a7563743b169de650452e1e23bd3
Looking back
768 × 1152 · PNG · 132.1 s recorded per image
Seed & original SHA-256
Seed: 2026111419
0f529d45ae453586b3ac45f3dc8ec2d936dd6193713d1507d175d945d5a46d47Expressions · 4 images
Relaxed expression
768 × 768 · PNG · 93.1 s recorded per image
Seed & original SHA-256
Seed: 2026111420
f8b2e69e831cdc3ed40225b726466a08f989d8317b75129b239e481493205848
Closed-mouth smile
768 × 768 · PNG · 120.1 s recorded per image
Seed & original SHA-256
Seed: 2026101421
04c7b8f60ad006030ded4fa98851115742f2ca914645bd51e0113719553205a5
Natural toothy smile
768 × 768 · PNG · 93.1 s recorded per image
Seed & original SHA-256
Seed: 2026111422
3b012fd7f024ecde3314d3ce23f0623c858fd35cbe95923cd71592512de4de03
Slightly open mouth
768 × 768 · PNG · 96.1 s recorded per image
Seed & original SHA-256
Seed: 2026111423
5440cd1b5da6a0739b30338bef49b3212e4a58f3d3b7c6f23028f4364ed68d06What changed during the workflow
Start with a front-view and raised-arms pilot, then extend the set. The first full batch exposed framing and direction errors. A side-profile and back-view repair pilot was reviewed before the remaining corrections. The final run retained 14 verified images and generated 10 corrections. Prompt wording and reference-image count changed together; this was not a controlled speed A/B test.
Measured complete-run times
| Run | Platform time |
|---|---|
| Initial pilot | 532.1 s |
| First full batch | 3190.9 s |
| Repair pilot | 442.5 s |
| Final correction run | 1329.1 s |
| Total across four runs | 5494.6 s ≈ 91 min 35 s |
These are complete Kaggle saved-run times, including startup, preparation and saving, not pure sampling time. Per-image times shown in the gallery are recorded generation-task durations. The two GPUs are reported as separate devices; their VRAM is not claimed to form a single shared pool.
Review evidence and remaining approval
24/24 recorded visual checks passed. User aesthetic approval: pending.
The delivery record reports 24/24 originals inspected at native size, successful execution receipts and matching original/download/embedded PNG bytes. Review covered direction, framing, identity, proportions, skin tone, limbs, eyes and mouth. Angles were judged visually, not geometrically calibrated. User aesthetic approval remains pending. Recorded session-close checks showed Draft Session off and 0 Active Events; that is historical run evidence, not a live service-status claim.
Evidence basis: the supplied delivery README, final benchmark, delivery verification, final coverage and visual-review records. Every published PNG was checked against its embedded source and original-file SHA-256. No retouching, resizing or recompression was applied for this page. Research evaluation does not establish commercial licensing clearance.