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FLUX.1 Depth

BilledgenereringTilgængelig
af Black Forest LabsModell-ID: flux-1-depth

FLUX structural control via depth maps. Keep 3D scene layout while changing style/content.

Prøv detFå API-nøgleSammenlign
Pris
0,060 US$/billede
Input → output
Tekst → Billede
Udvikler
Black Forest Labs
Opdateret
23. september 2026
01

Playground

Prøv FLUX.1 Depth

Ingen inputmaske

0,060 US$/billede

Ingen inputmaske til denne model endnu

Dens inputs er endnu ikke dokumenteret. For at ingen kørsel mislykkes på grund af forkert input tilbyder vi ikke en formular her. Vælg i stedet en sammenlignelig model.

02

Examples

Real outputs from the public examples of this model on Replicate, with the prompt and settings that produced them. They were not generated live on this page.
03

Om FLUX.1 Depth

Kort sagtFra 23. september 2026

FLUX.1 Depth er en model af Black Forest Labs i kategorien Billedgenerering. På Railwail koster FLUX.1 Depth 0,060 US$ pr. billede.

Baggrund

Om Black Forest Labs

Grundlagt 2024 · Freiburg, Germany

Black Forest Labs was founded in August 2024 in Freiburg, Germany by Robin Rombach, Patrick Esser, Andreas Blattmann and Dominik Lorenz, the team that built Latent Diffusion at LMU Munich and Stable Diffusion at Stability AI. The company raised a $31M seed round led by Andreessen Horowitz in 2024 and launched the FLUX.1 family (pro, dev, schnell) plus the FLUX.1 Tools (Fill, Canny, Depth, Redux). Black Forest Labs positions itself as Europe's flagship open foundation-model lab for generative media.

Besøg Black Forest Labs

Arkitektur

Rectified-flow Diffusion Transformer (DiT) with depth-map structural conditioning

FLUX.1 Depth is part of the FLUX.1 Tools suite released in late 2024. It extends the base FLUX.1 [dev] / [pro] rectified-flow DiT backbone with an additional conditioning branch that consumes a depth map (typically produced by MiDaS, Depth Anything v2 or ZoeDepth) of a reference image. Depth features are injected into DiT blocks via ControlNet-style adapters so that the generated image preserves the 3D layout (perspective, occlusions, scale) of the source while colour, materials, lighting and style are dictated by the text prompt. The model uses T5-XXL plus CLIP-L text encoders and a 16x VAE, and samples with 28-50 flow-matching steps. Black Forest Labs fine-tuned the conditioning branch on a large licensed corpus of depth-image pairs, building on the rectified-flow training recipe from the SD3 paper (Esser et al. 2024).

Parametre
~12B (FLUX.1 dev backbone) plus depth conditioning branch
Kontekst
512 tokens

Funktioner

  • Depth-conditioned generation that preserves 3D scene structure
  • Works at up to 2 MP output resolution
  • Strong photorealism and prompt fidelity inherited from FLUX.1
  • Ideal for view-consistent restyling of indoor/outdoor scenes
  • Compatible with depth maps from MiDaS, Depth Anything v2, ZoeDepth
  • Pairs well with Canny and Fill for compound conditioning workflows
  • Best for: interior design visualisation, automotive renders, architectural restyling, world-building.

Træning og licens

Fine-tuned from FLUX.1 base weights on pairs of images and estimated depth maps from a curated licensed corpus. Exact composition is not disclosed.

Licens: FLUX.1 [dev] non-commercial license for dev weights; FLUX.1 [pro] commercial only via API.

Sikkerhedstests: Inherits safety filters of the base FLUX.1 family including CSAM, NCII and IP-related guardrails.

Kendte begrænsninger

  • Requires a precomputed depth map at inference
  • Output quality depends on depth-map accuracy
  • Dev weights non-commercial only
  • Less effective when source depth is very noisy or low-resolution

Forskningsartikler

04

Priser

Priser i US-dollar. Forbrug debiteres fra forudbetalte credits.
Pr. billede0,060 US$ pr. billede
  • 1 kredit = 0,01 US$

Omkostningsberegner

Prisberegner

I alt

6,00 US$

600 credits

Pr. kørsel

0,06 US$ · 6 credits

Fast pris pr. kørsel, kendt før kørslen starter.

05

API

Kald FLUX.1 Depth med din Railwail API-nøgle. Brug dette model-ID i anmodningen:
flux-1-depthAPI-dokumentationFå en API-nøgle

Intet bekræftet API-eksempel

Inputene til denne model er ikke dokumenteret endnu.

06

Specifikationer

Model-ID
flux-1-depth
Udvikler
Black Forest Labs
Kategori
Billedgenerering
Input
Tekst
Output
Billede
Fakturering
Fastpris, kendt før kørslen
Modelstørrelse
~12B (FLUX.1 dev backbone) plus depth conditioning branch
Licens
FLUX.1 [dev] non-commercial license for dev weights; FLUX.1 [pro] commercial only via API.
Katalogelement opdateret
23. september 2026

Tags

  • flux
  • black-forest-labs
  • image-edit
  • controlnet
  • depth
  • structural
07

Anvendelsestilfælde

Hvad det bruges til

  • Interior design and real-estate visualisation
  • Automotive and product configurator renders
  • Architectural facade restyling preserving perspective
  • World-building and game-environment concept art
  • Storyboard depth-to-render conversion
  • AR/VR scene mockups
08

Ofte stillede spørgsmål

Hvad er FLUX.1 Depth?

FLUX.1 Depth er en model fra Black Forest Labs i kategorien Billedgenerering.

Hvad koster FLUX.1 Depth på Railwail?

På Railwail koster FLUX.1 Depth 0,060 US$ pr. billede. Prisen kendes før kørslen starter. Forbrug betales fra forudbetalte credits; 1 credit svarer til 0,01 US$.

Hvor hurtig er FLUX.1 Depth?

Der er endnu ikke nok målte kørsler af FLUX.1 Depth på Railwail til at angive en udførelsestid. Det afhænger af inputtet, indstillingerne og belastningen hos provideren.

Er FLUX.1 Depth bedre end FLUX 1.1 Pro?

Det afhænger af opgaven. FLUX.1 Depth (Black Forest Labs) og FLUX 1.1 Pro (Black Forest Labs) er begge modeller i kategorien Billedgenerering. Sammenligningssiden viser deres priser og specifikationer side om side.

Sammenlign FLUX.1 Depth og FLUX 1.1 Pro
09

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