DHM · fal.ai i2i bake-off · 2026-08-05

Image-edit models on the v7.2 held-out set

Each v7.2 showcase preview (1600 px) sent to seven fal.ai image-edit endpoints, same instruction, seed 42 where supported. Arm A = all 28 scenes, neutral enhancement prompt. Arm B = the 10 worst-locality scenes (per the 2026-08-05 white-gap probe), prompt targeting the three live residuals: wall evenness, cast neutralization, highlight protection. struct % = pixels changed after tone-normalization (content drift — lower is safer). edge Δ% = edge-map flips. wall ΔL = wall luminance vs the human-edited beat (0 = editor-level). Input card is outlined. Click any card for full size.

Arm A: Enhance this real estate photograph: brighter, neutral white balance, professional magazine look. Do not add, remove, move, or restyle any objects or furniture. Do not alter, add, or remove any text.
Arm B: Retouch this real estate interior photograph like a professional photo editor. Even out the lighting on walls and ceilings: each flat painted surface should be uniformly lit, with no hot spots, bright patches, or shadowed corners. Neutralize any color cast on white walls, ceilings, and trim so they read as clean neutral white. Keep the overall exposure unchanged - do not brighten or darken the image globally. Protect the highlights: window views must stay detailed, never washed out or blown to white. Photographic tone correction only: do not add, remove, move, or restyle any objects, furniture, or fixtures; do not change materials or textures; do not alter, add, or remove any text.

→ trained-LoRA results moved to the LoRA lab page

Arm A summary — neutral prompt, 28 scenes

modelnstruct % ↓edge Δ% ↓|wall ΔL| vs beat ↓wall chroma (beat≈2.9)
Qwen Image Edit 25112714.712.56.83.5
FLUX.2 edit278.012.412.44.7
Kontext Max2712.811.52.94.5
Kontext dev277.28.14.35.1
Nano Banana 2271.66.05.42.9
Nano Banana Pro274.17.96.03.1
Seedream 5 lite2711.013.014.62.2

Arm B summary — targeted prompt, 10 locality-worst scenes

modelnstruct % ↓edge Δ% ↓|wall ΔL| vs beat ↓wall chroma (beat≈2.9)
Qwen Image Edit 25111016.612.53.23.9
FLUX.2 edit1010.410.66.64.9
Kontext Max1011.310.02.34.1
Kontext dev102.95.62.44.5
Nano Banana 2102.36.03.13.5
Nano Banana Pro105.38.23.23.3
Seedream 5 lite109.812.43.43.5

Arm C summary — trained FLUX.2 edit LoRA, same 10 scenes

modelnstruct % ↓edge Δ% ↓|wall ΔL| vs beat ↓wall chroma (beat≈2.9)
FLUX.2 + DHM LoRA (1k steps)108.011.03.04.6

Arm D summary — trained LoRA, holdout property (11 Scotch Pine Cir, non-guide renders, unseen in training)

modelnstruct % ↓edge Δ% ↓|wall ΔL| vs beat ↓wall chroma (beat≈2.9)
FLUX.2 + DHM LoRA (1k steps)107.110.93.511.6

15-Searle-Rd · scene 002

Arm A — neutral prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 11.8 · edge 12.2 · ΔL -11.8FLUX.2 editFLUX.2 editstruct 8.2 · edge 15.2 · ΔL -19.9Kontext MaxKontext Maxstruct 1.9 · edge 8.7 · ΔL -4.8Kontext devKontext devstruct 21.3 · edge 15.3 · ΔL -8.3Nano Banana 2Nano Banana 2struct 0.9 · edge 7.4 · ΔL -11.0Nano Banana ProNano Banana Prostruct 1.2 · edge 7.4 · ΔL -10.6Seedream 5 liteSeedream 5 litestruct 4.3 · edge 11.8 · ΔL -12.6

15-Searle-Rd · scene 004

Arm A — neutral prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 9.1 · edge 11.6 · ΔL -3.9FLUX.2 editFLUX.2 editstruct 6.2 · edge 12.4 · ΔL -4.9Kontext MaxKontext Maxstruct 22.7 · edge 14.7 · ΔL +2.6Kontext devKontext devstruct 21.9 · edge 15.5 · ΔL +3.7Nano Banana 2Nano Banana 2struct 1.8 · edge 8.2 · ΔL -2.5Nano Banana ProNano Banana Prostruct 4.8 · edge 9.9 · ΔL +0.0Seedream 5 liteSeedream 5 litestruct 9.8 · edge 13.5 · ΔL -9.7

Arm B — targeted prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 10.9 · edge 12.0 · ΔL -1.8FLUX.2 editFLUX.2 editstruct 6.1 · edge 12.2 · ΔL -0.3Kontext MaxKontext Maxstruct 19.6 · edge 13.4 · ΔL +2.9Kontext devKontext devstruct 0.4 · edge 7.0 · ΔL +4.0Nano Banana 2Nano Banana 2struct 4.2 · edge 8.9 · ΔL +2.3Nano Banana ProNano Banana Prostruct 5.6 · edge 10.2 · ΔL +2.3Seedream 5 liteSeedream 5 litestruct 8.8 · edge 13.2 · ΔL -1.9

Arm C — trained FLUX.2 edit LoRA (61 pairs, 1k steps, caption prompt)

input (v7.2 golden)input (v7.2 golden)FLUX.2 + DHM LoRA (1k steps)FLUX.2 + DHM LoRA (1k steps)struct 6.6 · edge 12.8 · ΔL +3.5

16-Denton-Rd · scene 018

Arm A — neutral prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 20.5 · edge 12.8 · ΔL -2.2FLUX.2 editFLUX.2 editstruct 10.3 · edge 12.1 · ΔL -8.6Kontext MaxKontext Maxstruct 5.5 · edge 8.8 · ΔL +4.4Kontext devKontext devstruct 0.6 · edge 5.5 · ΔL -1.3Nano Banana 2Nano Banana 2struct 2.0 · edge 6.7 · ΔL -1.1Nano Banana ProNano Banana Prostruct 1.9 · edge 6.6 · ΔL -1.0Seedream 5 liteSeedream 5 litestruct 7.0 · edge 10.4 · ΔL -11.5

16-Denton-Rd · scene 023

Arm A — neutral prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 20.2 · edge 13.7 · ΔL -2.6FLUX.2 editFLUX.2 editstruct 11.2 · edge 12.8 · ΔL -10.2Kontext MaxKontext Maxstruct 5.3 · edge 8.3 · ΔL +1.1Kontext devKontext devstruct 29.8 · edge 15.9 · ΔL -1.1Nano Banana 2Nano Banana 2struct 1.3 · edge 5.4 · ΔL -3.4Nano Banana ProNano Banana Prostruct 1.3 · edge 5.4 · ΔL -5.3Seedream 5 liteSeedream 5 litestruct 9.8 · edge 11.4 · ΔL -9.9

Arm B — targeted prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 18.0 · edge 12.7 · ΔL -0.8FLUX.2 editFLUX.2 editstruct 9.2 · edge 11.2 · ΔL -4.8Kontext MaxKontext Maxstruct 8.8 · edge 8.7 · ΔL +0.4Kontext devKontext devstruct 8.5 · edge 4.9 · ΔL +0.8Nano Banana 2Nano Banana 2struct 1.6 · edge 5.5 · ΔL -0.6Nano Banana ProNano Banana Prostruct 7.2 · edge 9.4 · ΔL -0.6Seedream 5 liteSeedream 5 litestruct 9.4 · edge 11.3 · ΔL -0.4

Arm C — trained FLUX.2 edit LoRA (61 pairs, 1k steps, caption prompt)

input (v7.2 golden)input (v7.2 golden)FLUX.2 + DHM LoRA (1k steps)FLUX.2 + DHM LoRA (1k steps)struct 9.2 · edge 11.6 · ΔL +0.1

19-New-Haven-St · scene 007

Arm A — neutral prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 16.5 · edge 13.8 · ΔL -5.9FLUX.2 editFLUX.2 editstruct 8.0 · edge 10.3 · ΔL -14.1Kontext MaxKontext Maxstruct 26.4 · edge 15.0 · ΔL -0.3Kontext devKontext devstruct 22.8 · edge 14.7 · ΔL +0.6Nano Banana 2Nano Banana 2struct 5.2 · edge 5.7 · ΔL -3.1Nano Banana ProNano Banana Prostruct 1.0 · edge 5.2 · ΔL -5.9Seedream 5 liteSeedream 5 litestruct 12.2 · edge 14.7 · ΔL -14.5

19-New-Haven-St · scene 012

Arm A — neutral prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 15.4 · edge 11.5 · ΔL -4.5FLUX.2 editFLUX.2 editstruct 5.1 · edge 9.1 · ΔL -9.5Kontext MaxKontext Maxstruct 4.3 · edge 7.0 · ΔL +2.1Kontext devKontext devstruct 26.1 · edge 15.7 · ΔL +1.2Nano Banana 2Nano Banana 2struct 2.1 · edge 5.3 · ΔL -3.6Nano Banana ProNano Banana Prostruct 5.2 · edge 7.5 · ΔL -5.4Seedream 5 liteSeedream 5 litestruct 17.2 · edge 12.6 · ΔL -14.8

200-Royal-Street · scene 011

Arm A — neutral prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 21.8 · edge 13.7 · ΔL -1.5FLUX.2 editFLUX.2 editstruct 11.0 · edge 11.5 · ΔL -12.6Kontext MaxKontext Maxstruct 6.6 · edge 8.9 · ΔL -0.9Kontext devKontext devstruct 0.1 · edge 4.4 · ΔL -4.0Nano Banana 2Nano Banana 2struct 1.0 · edge 5.7 · ΔL -3.0Nano Banana ProNano Banana Prostruct 7.9 · edge 9.2 · ΔL -4.7Seedream 5 liteSeedream 5 litestruct 18.7 · edge 16.5 · ΔL -15.2

Arm B — targeted prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 32.8 · edge 14.1 · ΔL +1.2FLUX.2 editFLUX.2 editstruct 8.8 · edge 10.4 · ΔL -7.0Kontext MaxKontext Maxstruct 6.6 · edge 8.9 · ΔL -1.8Kontext devKontext devstruct 0.1 · edge 4.4 · ΔL -2.3Nano Banana 2Nano Banana 2struct 0.8 · edge 5.6 · ΔL -2.9Nano Banana ProNano Banana Prostruct 10.0 · edge 9.6 · ΔL -2.1Seedream 5 liteSeedream 5 litestruct 11.7 · edge 14.1 · ΔL -2.4

Arm C — trained FLUX.2 edit LoRA (61 pairs, 1k steps, caption prompt)

input (v7.2 golden)input (v7.2 golden)FLUX.2 + DHM LoRA (1k steps)FLUX.2 + DHM LoRA (1k steps)struct 9.3 · edge 11.1 · ΔL -3.0

200-Royal-Street · scene 013

Arm A — neutral prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 14.5 · edge 13.6 · ΔL -11.7FLUX.2 editFLUX.2 editstruct 13.7 · edge 12.1 · ΔL -14.1Kontext MaxKontext Maxstruct 27.8 · edge 15.9 · ΔL -5.1Kontext devKontext devstruct 23.6 · edge 17.1 · ΔL -9.9Nano Banana 2Nano Banana 2struct 1.2 · edge 5.5 · ΔL -7.2Nano Banana ProNano Banana Prostruct 8.1 · edge 9.6 · ΔL -11.1Seedream 5 liteSeedream 5 litestruct 13.2 · edge 14.0 · ΔL -23.3

200-Royal-Street · scene 022

Arm A — neutral prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 14.2 · edge 13.2 · ΔL -7.1FLUX.2 editFLUX.2 editstruct 9.7 · edge 15.3 · ΔL -8.9Kontext MaxKontext Maxstruct 24.6 · edge 15.7 · ΔL -0.6Kontext devKontext devstruct 24.1 · edge 16.9 · ΔL -3.5Nano Banana 2Nano Banana 2struct 1.5 · edge 6.7 · ΔL -4.9Nano Banana ProNano Banana Prostruct 6.2 · edge 10.1 · ΔL -5.7Seedream 5 liteSeedream 5 litestruct 6.6 · edge 12.9 · ΔL -14.5

26-Driftwood-Cir · scene 018

Arm A — neutral prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 13.2 · edge 11.7 · ΔL -6.2FLUX.2 editFLUX.2 editstruct 5.8 · edge 9.9 · ΔL -10.5Kontext MaxKontext Maxstruct 4.2 · edge 7.7 · ΔL +4.5Kontext devKontext devstruct 0.5 · edge 3.9 · ΔL -0.7Nano Banana 2Nano Banana 2struct 1.1 · edge 4.9 · ΔL -3.8Nano Banana ProNano Banana Prostruct 4.8 · edge 8.0 · ΔL -2.7Seedream 5 liteSeedream 5 litestruct 18.7 · edge 15.2 · ΔL -15.3

26-Driftwood-Cir · scene 031

Arm A — neutral prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 9.6 · edge 13.0 · ΔL -7.5FLUX.2 editFLUX.2 editstruct 1.9 · edge 12.6 · ΔL -13.3Kontext MaxKontext Maxstruct 15.7 · edge 16.2 · ΔL +0.5Kontext devKontext devstruct 0.0 · edge 4.9 · ΔL +0.1Nano Banana 2Nano Banana 2struct 0.2 · edge 6.4 · ΔL -7.5Nano Banana ProNano Banana Prostruct 2.6 · edge 9.4 · ΔL -8.9Seedream 5 liteSeedream 5 litestruct 7.3 · edge 14.7 · ΔL -13.9

26-Driftwood-Cir · scene 032

Arm A — neutral prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 8.0 · edge 11.3 · ΔL -3.9FLUX.2 editFLUX.2 editstruct 5.1 · edge 16.2 · ΔL -9.4Kontext MaxKontext Maxstruct 14.9 · edge 14.3 · ΔL +3.2Kontext devKontext devstruct 0.0 · edge 4.5 · ΔL +2.4Nano Banana 2Nano Banana 2struct 0.1 · edge 5.2 · ΔL -3.2Nano Banana ProNano Banana Prostruct 2.4 · edge 8.2 · ΔL -1.7Seedream 5 liteSeedream 5 litestruct 8.0 · edge 15.1 · ΔL -13.1

33-Charter-St · scene 025

Arm A — neutral prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 12.7 · edge 12.8 · ΔL -10.9FLUX.2 editFLUX.2 editstruct 5.1 · edge 15.5 · ΔL -17.4Kontext MaxKontext Maxstruct 3.5 · edge 10.1 · ΔL -4.0Kontext devKontext devstruct 0.0 · edge 5.9 · ΔL -7.6Nano Banana 2Nano Banana 2struct 1.6 · edge 7.0 · ΔL -10.6Nano Banana ProNano Banana Prostruct 1.3 · edge 7.0 · ΔL -9.7Seedream 5 liteSeedream 5 litestruct 5.3 · edge 13.9 · ΔL -11.1

34R-Clyde-St · scene 013

Arm A — neutral prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 27.9 · edge 14.2 · ΔL -7.0FLUX.2 editFLUX.2 editstruct 9.7 · edge 10.3 · ΔL -12.4Kontext MaxKontext Maxstruct 7.7 · edge 9.1 · ΔL -0.8Kontext devKontext devstruct 0.4 · edge 4.0 · ΔL -3.6Nano Banana 2Nano Banana 2struct 1.8 · edge 5.2 · ΔL -5.8Nano Banana ProNano Banana Prostruct 9.3 · edge 9.6 · ΔL -6.3Seedream 5 liteSeedream 5 litestruct 9.8 · edge 10.7 · ΔL -18.7

34R-Clyde-St · scene 018

Arm A — neutral prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 12.3 · edge 12.1 · ΔL -7.0FLUX.2 editFLUX.2 editstruct 10.8 · edge 15.3 · ΔL -11.6Kontext MaxKontext Maxstruct 3.7 · edge 8.8 · ΔL -1.0Kontext devKontext devstruct 0.2 · edge 6.0 · ΔL -5.3Nano Banana 2Nano Banana 2struct 1.1 · edge 6.8 · ΔL -4.9Nano Banana ProNano Banana Prostruct 4.5 · edge 9.1 · ΔL -4.9Seedream 5 liteSeedream 5 litestruct 8.0 · edge 12.1 · ΔL -17.1

40-Chatanika-Ave · scene 006

Arm A — neutral prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 10.3 · edge 13.2 · ΔL -12.6FLUX.2 editFLUX.2 editstruct 6.0 · edge 11.7 · ΔL -16.5Kontext MaxKontext Maxstruct 3.2 · edge 7.4 · ΔL -3.0Kontext devKontext devstruct 0.1 · edge 3.4 · ΔL -4.7Nano Banana 2Nano Banana 2struct 1.2 · edge 5.5 · ΔL -8.6Nano Banana ProNano Banana Prostruct 3.8 · edge 7.8 · ΔL -8.0Seedream 5 liteSeedream 5 litestruct 3.8 · edge 9.5 · ΔL -20.9

Arm B — targeted prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 11.9 · edge 12.5 · ΔL -9.1FLUX.2 editFLUX.2 editstruct 5.4 · edge 10.8 · ΔL -12.5Kontext MaxKontext Maxstruct 3.3 · edge 7.5 · ΔL -3.0Kontext devKontext devstruct 0.1 · edge 3.2 · ΔL -1.8Nano Banana 2Nano Banana 2struct 0.3 · edge 4.5 · ΔL -7.1Nano Banana ProNano Banana Prostruct 3.8 · edge 7.8 · ΔL -6.0Seedream 5 liteSeedream 5 litestruct 3.9 · edge 10.3 · ΔL -10.4

Arm C — trained FLUX.2 edit LoRA (61 pairs, 1k steps, caption prompt)

input (v7.2 golden)input (v7.2 golden)FLUX.2 + DHM LoRA (1k steps)FLUX.2 + DHM LoRA (1k steps)struct 6.7 · edge 10.8 · ΔL -7.6

40-Chatanika-Ave · scene 025

Arm A — neutral prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 15.4 · edge 13.5 · ΔL -8.0FLUX.2 editFLUX.2 editstruct 7.9 · edge 13.2 · ΔL -11.8Kontext MaxKontext Maxstruct 19.0 · edge 14.2 · ΔL -4.6Kontext devKontext devstruct 17.4 · edge 15.6 · ΔL -4.5Nano Banana 2Nano Banana 2struct 0.8 · edge 7.0 · ΔL -3.0Nano Banana ProNano Banana Prostruct 5.2 · edge 9.3 · ΔL -4.7Seedream 5 liteSeedream 5 litestruct 8.8 · edge 13.6 · ΔL -15.5

Arm B — targeted prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 13.6 · edge 13.6 · ΔL -5.4FLUX.2 editFLUX.2 editstruct 7.5 · edge 12.6 · ΔL -7.0Kontext MaxKontext Maxstruct 18.4 · edge 14.5 · ΔL -4.0Kontext devKontext devstruct 16.0 · edge 15.2 · ΔL -2.3Nano Banana 2Nano Banana 2struct 0.6 · edge 6.9 · ΔL -2.9Nano Banana ProNano Banana Prostruct 0.8 · edge 7.0 · ΔL -6.8Seedream 5 liteSeedream 5 litestruct 8.3 · edge 13.4 · ΔL -3.5

Arm C — trained FLUX.2 edit LoRA (61 pairs, 1k steps, caption prompt)

input (v7.2 golden)input (v7.2 golden)FLUX.2 + DHM LoRA (1k steps)FLUX.2 + DHM LoRA (1k steps)struct 11.4 · edge 13.5 · ΔL -4.1

470-Quinobequin-Rd · scene 021

Arm A — neutral prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 12.4 · edge 11.0 · ΔL -12.0FLUX.2 editFLUX.2 editstruct 9.8 · edge 10.8 · ΔL -18.8Kontext MaxKontext Maxstruct 27.3 · edge 14.3 · ΔL -5.9Kontext devKontext devstruct 0.7 · edge 6.0 · ΔL -8.7Nano Banana 2Nano Banana 2struct 3.2 · edge 7.5 · ΔL -12.2Nano Banana ProNano Banana Prostruct 5.9 · edge 9.0 · ΔL -11.9Seedream 5 liteSeedream 5 litestruct 15.6 · edge 12.5 · ΔL -19.4

470-Quinobequin-Rd · scene 042

Arm A — neutral prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 14.2 · edge 12.1 · ΔL -8.3FLUX.2 editFLUX.2 editstruct 11.1 · edge 11.6 · ΔL -13.5Kontext MaxKontext Maxstruct 15.0 · edge 12.9 · ΔL -2.5Kontext devKontext devstruct 0.2 · edge 4.4 · ΔL -4.9Nano Banana 2Nano Banana 2struct 1.4 · edge 6.1 · ΔL -6.9Nano Banana ProNano Banana Prostruct 1.6 · edge 6.1 · ΔL -7.2Seedream 5 liteSeedream 5 litestruct 13.2 · edge 12.9 · ΔL -14.1

Arm B — targeted prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 13.8 · edge 12.2 · ΔL -6.1FLUX.2 editFLUX.2 editstruct 9.1 · edge 10.6 · ΔL -6.3Kontext MaxKontext Maxstruct 4.8 · edge 9.0 · ΔL -2.0Kontext devKontext devstruct 0.1 · edge 4.1 · ΔL -1.0Nano Banana 2Nano Banana 2struct 2.3 · edge 6.2 · ΔL -4.7Nano Banana ProNano Banana Prostruct 1.1 · edge 5.9 · ΔL -5.0Seedream 5 liteSeedream 5 litestruct 8.4 · edge 12.1 · ΔL -5.4

Arm C — trained FLUX.2 edit LoRA (61 pairs, 1k steps, caption prompt)

input (v7.2 golden)input (v7.2 golden)FLUX.2 + DHM LoRA (1k steps)FLUX.2 + DHM LoRA (1k steps)struct 8.0 · edge 10.7 · ΔL -3.2

574-Foundry-St · scene 009

Arm A — neutral prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 11.7 · edge 12.0 · ΔL -6.0FLUX.2 editFLUX.2 editstruct 6.7 · edge 12.7 · ΔL -14.9Kontext MaxKontext Maxstruct 2.7 · edge 6.9 · ΔL -2.5Kontext devKontext devstruct 0.1 · edge 5.2 · ΔL -6.9Nano Banana 2Nano Banana 2struct 0.5 · edge 4.6 · ΔL -7.2Nano Banana ProNano Banana Prostruct 0.4 · edge 4.6 · ΔL -5.4Seedream 5 liteSeedream 5 litestruct 5.1 · edge 8.9 · ΔL -15.0

574-Foundry-St · scene 022

Arm A — neutral prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 6.5 · edge 11.8 · ΔL -6.2FLUX.2 editFLUX.2 editstruct 4.9 · edge 16.5 · ΔL -13.2Kontext MaxKontext Maxstruct 15.8 · edge 15.4 · ΔL -0.5Kontext devKontext devstruct 0.1 · edge 5.3 · ΔL -5.3Nano Banana 2Nano Banana 2struct 0.3 · edge 5.9 · ΔL -4.9Nano Banana ProNano Banana Prostruct 0.2 · edge 5.9 · ΔL -6.1Seedream 5 liteSeedream 5 litestruct 7.3 · edge 15.2 · ΔL -14.2

67-Dudley-St · scene 001

Arm A — neutral prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 20.5 · edge 12.4 · ΔL -11.2FLUX.2 editFLUX.2 editstruct 9.6 · edge 11.3 · ΔL -15.9Kontext MaxKontext Maxstruct 4.8 · edge 8.1 · ΔL -4.8Kontext devKontext devstruct 0.6 · edge 4.5 · ΔL -9.7Nano Banana 2Nano Banana 2struct 1.8 · edge 5.6 · ΔL -9.3Nano Banana ProNano Banana Prostruct 5.8 · edge 8.4 · ΔL -9.7Seedream 5 liteSeedream 5 litestruct 7.7 · edge 10.4 · ΔL -17.1

67-Dudley-St · scene 016

Arm A — neutral prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 21.8 · edge 12.5 · ΔL -0.2FLUX.2 editFLUX.2 editstruct 5.9 · edge 7.8 · ΔL -4.0Kontext MaxKontext Maxstruct 8.6 · edge 9.3 · ΔL +5.5Kontext devKontext devstruct 1.0 · edge 5.0 · ΔL +1.6Nano Banana 2Nano Banana 2struct 3.8 · edge 6.7 · ΔL +2.2Nano Banana ProNano Banana Prostruct 3.6 · edge 6.7 · ΔL -1.3Seedream 5 liteSeedream 5 litestruct 17.0 · edge 12.7 · ΔL -8.8

Arm B — targeted prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 19.3 · edge 12.1 · ΔL +1.8FLUX.2 editFLUX.2 editstruct 9.2 · edge 8.1 · ΔL +2.4Kontext MaxKontext Maxstruct 8.6 · edge 9.3 · ΔL +5.6Kontext devKontext devstruct 1.0 · edge 5.0 · ΔL +4.3Nano Banana 2Nano Banana 2struct 7.3 · edge 7.2 · ΔL +2.4Nano Banana ProNano Banana Prostruct 3.5 · edge 6.5 · ΔL +3.9Seedream 5 liteSeedream 5 litestruct 14.4 · edge 12.3 · ΔL +0.7

Arm C — trained FLUX.2 edit LoRA (61 pairs, 1k steps, caption prompt)

input (v7.2 golden)input (v7.2 golden)FLUX.2 + DHM LoRA (1k steps)FLUX.2 + DHM LoRA (1k steps)struct 5.7 · edge 8.0 · ΔL +5.3

75-Grove-St-Unit-227 · scene 040

Arm A — neutral prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 10.8 · edge 11.4 · ΔL -10.0FLUX.2 editFLUX.2 editstruct 8.4 · edge 14.8 · ΔL -15.2Kontext MaxKontext Maxstruct 3.6 · edge 9.1 · ΔL -4.9Kontext devKontext devstruct 0.2 · edge 6.0 · ΔL -8.3Nano Banana 2Nano Banana 2struct 0.9 · edge 7.0 · ΔL -8.3Nano Banana ProNano Banana Prostruct 0.7 · edge 7.0 · ΔL -8.4Seedream 5 liteSeedream 5 litestruct 7.1 · edge 11.1 · ΔL -18.4

903-E-Broadway-unit-2 · scene 009

Arm A — neutral prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 11.7 · edge 12.7 · ΔL -5.2FLUX.2 editFLUX.2 editstruct 6.8 · edge 13.3 · ΔL -10.2Kontext MaxKontext Maxstruct 19.6 · edge 15.7 · ΔL +3.2Kontext devKontext devstruct 0.2 · edge 4.7 · ΔL -2.0Nano Banana 2Nano Banana 2struct 0.6 · edge 5.0 · ΔL -2.6Nano Banana ProNano Banana Prostruct 3.8 · edge 8.2 · ΔL -7.6Seedream 5 liteSeedream 5 litestruct 10.2 · edge 13.3 · ΔL -11.2

Arm B — targeted prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 10.7 · edge 11.9 · ΔL -1.2FLUX.2 editFLUX.2 editstruct 14.8 · edge 10.8 · ΔL -7.2Kontext MaxKontext Maxstruct 8.0 · edge 7.5 · ΔL +0.5Kontext devKontext devstruct 1.1 · edge 5.1 · ΔL -5.8Nano Banana 2Nano Banana 2struct 0.5 · edge 5.0 · ΔL +2.6Nano Banana ProNano Banana Prostruct 3.7 · edge 8.1 · ΔL +1.8Seedream 5 liteSeedream 5 litestruct 10.1 · edge 13.4 · ΔL +0.2

Arm C — trained FLUX.2 edit LoRA (61 pairs, 1k steps, caption prompt)

input (v7.2 golden)input (v7.2 golden)FLUX.2 + DHM LoRA (1k steps)FLUX.2 + DHM LoRA (1k steps)struct 6.5 · edge 11.4 · ΔL -0.5

903-E-Broadway-unit-2 · scene 015

Arm A — neutral prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 14.1 · edge 12.1 · ΔL -5.5FLUX.2 editFLUX.2 editstruct 7.5 · edge 11.2 · ΔL -12.4Kontext MaxKontext Maxstruct 23.9 · edge 14.8 · ΔL -1.5Kontext devKontext devstruct 0.2 · edge 3.9 · ΔL -4.2Nano Banana 2Nano Banana 2struct 1.0 · edge 4.6 · ΔL -4.3Nano Banana ProNano Banana Prostruct 6.3 · edge 8.4 · ΔL -6.1Seedream 5 liteSeedream 5 litestruct 18.1 · edge 15.9 · ΔL -12.6

Arm B — targeted prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 13.7 · edge 11.8 · ΔL -2.9FLUX.2 editFLUX.2 editstruct 6.7 · edge 9.8 · ΔL -8.8Kontext MaxKontext Maxstruct 4.6 · edge 7.6 · ΔL +0.4Kontext devKontext devstruct 0.2 · edge 3.7 · ΔL -0.9Nano Banana 2Nano Banana 2struct 1.9 · edge 5.2 · ΔL +2.8Nano Banana ProNano Banana Prostruct 6.2 · edge 8.4 · ΔL -2.2Seedream 5 liteSeedream 5 litestruct 7.9 · edge 11.1 · ΔL -7.6

Arm C — trained FLUX.2 edit LoRA (61 pairs, 1k steps, caption prompt)

input (v7.2 golden)input (v7.2 golden)FLUX.2 + DHM LoRA (1k steps)FLUX.2 + DHM LoRA (1k steps)struct 7.3 · edge 10.7 · ΔL -2.0

903-E-Broadway-unit-2 · scene 018

Arm A — neutral prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 20.5 · edge 12.2 · ΔL -3.8FLUX.2 editFLUX.2 editstruct 9.6 · edge 9.5 · ΔL -10.1Kontext MaxKontext Maxstruct 28.1 · edge 14.0 · ΔL +3.1Kontext devKontext devstruct 1.1 · edge 3.6 · ΔL -1.6Nano Banana 2Nano Banana 2struct 3.9 · edge 4.8 · ΔL -1.4Nano Banana ProNano Banana Prostruct 11.4 · edge 8.7 · ΔL -2.0Seedream 5 liteSeedream 5 litestruct 26.4 · edge 15.0 · ΔL -12.0

Arm B — targeted prompt

input (v7.2 golden)input (v7.2 golden)Qwen Image Edit 2511Qwen Image Edit 2511struct 21.1 · edge 12.2 · ΔL -1.6FLUX.2 editFLUX.2 editstruct 27.3 · edge 9.1 · ΔL -9.2Kontext MaxKontext Maxstruct 30.4 · edge 13.3 · ΔL +2.9Kontext devKontext devstruct 1.0 · edge 3.5 · ΔL +0.6Nano Banana 2Nano Banana 2struct 3.3 · edge 4.7 · ΔL +2.2Nano Banana ProNano Banana Prostruct 10.9 · edge 8.7 · ΔL +1.1Seedream 5 liteSeedream 5 litestruct 14.8 · edge 12.4 · ΔL +1.7

Arm C — trained FLUX.2 edit LoRA (61 pairs, 1k steps, caption prompt)

input (v7.2 golden)input (v7.2 golden)FLUX.2 + DHM LoRA (1k steps)FLUX.2 + DHM LoRA (1k steps)struct 9.2 · edge 9.4 · ΔL -0.3

11_Scotch_Pine_Cir · scene s009

Arm D — trained LoRA on HOLDOUT property (non-guide workflow renders, window-heavy)

input (non-guide render)input (non-guide render)FLUX.2 + DHM LoRA (1k steps)FLUX.2 + DHM LoRA (1k steps)struct 7.7 · edge 10.9 · ΔL -3.2

11_Scotch_Pine_Cir · scene s010

Arm D — trained LoRA on HOLDOUT property (non-guide workflow renders, window-heavy)

input (non-guide render)input (non-guide render)FLUX.2 + DHM LoRA (1k steps)FLUX.2 + DHM LoRA (1k steps)struct 6.8 · edge 10.1 · ΔL +5.4

11_Scotch_Pine_Cir · scene s013

Arm D — trained LoRA on HOLDOUT property (non-guide workflow renders, window-heavy)

input (non-guide render)input (non-guide render)FLUX.2 + DHM LoRA (1k steps)FLUX.2 + DHM LoRA (1k steps)struct 3.2 · edge 8.5 · ΔL +4.2

11_Scotch_Pine_Cir · scene s018

Arm D — trained LoRA on HOLDOUT property (non-guide workflow renders, window-heavy)

input (non-guide render)input (non-guide render)FLUX.2 + DHM LoRA (1k steps)FLUX.2 + DHM LoRA (1k steps)struct 8.8 · edge 12.5 · ΔL +4.2

11_Scotch_Pine_Cir · scene s019

Arm D — trained LoRA on HOLDOUT property (non-guide workflow renders, window-heavy)

input (non-guide render)input (non-guide render)FLUX.2 + DHM LoRA (1k steps)FLUX.2 + DHM LoRA (1k steps)struct 9.1 · edge 11.4 · ΔL +2.8

11_Scotch_Pine_Cir · scene s022

Arm D — trained LoRA on HOLDOUT property (non-guide workflow renders, window-heavy)

input (non-guide render)input (non-guide render)FLUX.2 + DHM LoRA (1k steps)FLUX.2 + DHM LoRA (1k steps)struct 10.2 · edge 11.5 · ΔL +1.0

11_Scotch_Pine_Cir · scene s023

Arm D — trained LoRA on HOLDOUT property (non-guide workflow renders, window-heavy)

input (non-guide render)input (non-guide render)FLUX.2 + DHM LoRA (1k steps)FLUX.2 + DHM LoRA (1k steps)struct 8.2 · edge 11.7 · ΔL +6.2

11_Scotch_Pine_Cir · scene s028

Arm D — trained LoRA on HOLDOUT property (non-guide workflow renders, window-heavy)

input (non-guide render)input (non-guide render)FLUX.2 + DHM LoRA (1k steps)FLUX.2 + DHM LoRA (1k steps)struct 3.0 · edge 12.1 · ΔL +1.5

11_Scotch_Pine_Cir · scene s029

Arm D — trained LoRA on HOLDOUT property (non-guide workflow renders, window-heavy)

input (non-guide render)input (non-guide render)FLUX.2 + DHM LoRA (1k steps)FLUX.2 + DHM LoRA (1k steps)struct 8.4 · edge 8.2 · ΔL -4.3

11_Scotch_Pine_Cir · scene s032

Arm D — trained LoRA on HOLDOUT property (non-guide workflow renders, window-heavy)

input (non-guide render)input (non-guide render)FLUX.2 + DHM LoRA (1k steps)FLUX.2 + DHM LoRA (1k steps)struct 5.1 · edge 11.8 · ΔL +2.3