Deep model comparisonFLUX.1-devvsstable-diffusion-xl-base-1.0
Multi-factor scorecard with modality, deploy surface, lineage, repo health, tag overlap, and a clear overall pick.
Best overall
medium confidencestable-diffusion-xl-base-1.0
stable-diffusion-xl-base-1.0 leads overall (73 vs 76) — strongest on evidence density.
FLUX.1-dev764 metric wins · Image generation
VS
stable-diffusion-xl-base-1.0736 metric wins · Image generation
Decision brief
- FLUX.1-dev (Image generation) vs stable-diffusion-xl-base-1.0 (Image generation) — overall favors stable-diffusion-xl-base-1.0 with medium confidence.
- FLUX.1-dev: Strong community signal (14.4K likes); High adoption (1.1M downloads).
- stable-diffusion-xl-base-1.0: Strong community signal (8.1K likes); High adoption (1.3M downloads).
- Same-modality signals are comparable; prefer the model whose strengths match your workload.
- Watch gaps: FLUX.1-dev — Model card looks stale; stable-diffusion-xl-base-1.0 — Model card looks stale.
Capability radar
Relative scores across popularity, adoption, trust, freshness, evidence, repo health, and signal coverage.
● FLUX.1-dev● stable-diffusion-xl-base-1.0
- FLUX.1-dev has materially stronger community likes (14.4K vs 8.1K).
- stable-diffusion-xl-base-1.0 leads downloads (1.3M vs 1.1M).
- stable-diffusion-xl-base-1.0 has denser paper lineage (72 linked papers).
- FLUX.1-dev exposes linked repo health (RIS 87).
Scorecard by category
Community popularityBest: FLUX.1-dev
Based on likes / graph popularity
Adoption (downloads)Best: stable-diffusion-xl-base-1.0
Based on Hugging Face downloads
Graph trust
Lab tier + credibility score
Freshness
Recency of model card updates
Evidence densityBest: stable-diffusion-xl-base-1.0
Papers, tags, and lineage links
Repo healthBest: FLUX.1-dev
Linked repository RIS when available
Signal coverage
How many decision-card signal families are present
Best for
Community tractionFLUX.1-dev14.4K likes
Downloads / adoptionstable-diffusion-xl-base-1.01.3M downloads
Freshest cardFLUX.1-devMost recently updated model card
Research / lineagestable-diffusion-xl-base-1.0arXiv tags + linked papers
Repo healthFLUX.1-devLinked repository RIS
Deploy surfacestable-diffusion-xl-base-1.0Indexed deploy targets
Deep profiles
Model AFLUX.1-dev
Image generation
text-to-imageotherdiffusersUpdated Jun 27, 2025
SpecsLineageRepo healthBenchmarksEconomicsLifecycle
Strengths
- Strong community signal (14.4K likes)
- High adoption (1.1M downloads)
- Linked repo health RIS 87
- Specialized for text-to-image generation
Watch-outs
- Model card looks stale
- No paper lineage linked in the graph yet
- No verified benchmark runs on Angestrom yet
- Latency/cost economics not indexed
stable-diffusion-xl-base-1.0
Image generation
text-to-imageopenrail++diffusersUpdated Oct 30, 2023
SpecsLineageRepo healthBenchmarksEconomicsLifecycle
sagemakerazure
Strengths
- Strong community signal (8.1K likes)
- High adoption (1.3M downloads)
- Rich paper lineage (72 papers)
- Linked repo health RIS 55
- Deploy targets: sagemaker, azure
- Specialized for text-to-image generation
Watch-outs
- Model card looks stale
- No verified benchmark runs on Angestrom yet
- Latency/cost economics not indexed
Signal availability
SignalFLUX.1-devstable-diffusion-xl-base-1.0
SpecsPresentPresent
LineagePresentPresent
Repo healthPresentPresent
BenchmarksMissingMissing
EconomicsMissingMissing
Downloads metaPresentPresent
Full metric matrix
Overview
| Attribute | FLUX.1-dev | stable-diffusion-xl-base-1.0 | Winner |
|---|
| Primary modalityInferred from architecture + tags | Image generation | Image generation | Tie |
| Architecture / pipeline | text-to-image | text-to-image | — |
| Library / stack | diffusers | diffusers | — |
| License | other | openrail++ | — |
| Lifecycle status | active | active | — |
| Source | Hugging Face | Hugging Face | — |
Capability
| Attribute | FLUX.1-dev | stable-diffusion-xl-base-1.0 | Winner |
|---|
| Framework flags | diffusers, safetensors | diffusers, onnx, safetensors | B best |
| ParametersLarger is not always better | — | — | — |
| Context window | — | — | — |
| Base model | — | — | — |
| Known fine-tunes | 0 | 0 | — |
Performance
| Attribute | FLUX.1-dev | stable-diffusion-xl-base-1.0 | Winner |
|---|
| Latency | — | — | — |
| $ / 1M tokens | — | — | — |
| Verified TTFT | — | — | — |
| Hardware class | — | — | — |
Trust
| Attribute | FLUX.1-dev | stable-diffusion-xl-base-1.0 | Winner |
|---|
| Graph trust scoreTiers: lab vs lab | 88 | 88 | Tie |
| Card freshnessDays since last model card update | 433d ago | 1039d ago | A best |
| Last modified | Jun 27, 2025 | Oct 30, 2023 | — |
| Repo health (RIS) | 87 | 55 | A best |
| Signal coverageSpecs, lineage, RIS, benchmarks, economics, lifecycle | 4/6 | 4/6 | Tie |
Ecosystem
| Attribute | FLUX.1-dev | stable-diffusion-xl-base-1.0 | Winner |
|---|
| Community likesHugging Face likes / graph popularity | 14.4K | 8.1K | A best |
| DownloadsHugging Face download count | 1.1M | 1.3M | B best |
| arXiv tags | 0 | 4 | B best |
| Indexed tags | 10 | 10 | Tie |
| Lineage coverage | 4 repos | 72 papers · 1 repo | B best |
| Linked papers | 0 | 72 | B best |
| Linked repos | 4 | 1 | A best |
Deploy
| Attribute | FLUX.1-dev | stable-diffusion-xl-base-1.0 | Winner |
|---|
| Region hint | us | us | — |
| Deploy targets | — | sagemaker, azure | B best |
Decision cards
FLUX.1-devLicenseunknown
Parameters—
Context—
Architecturetext-to-image
BenchmarksPending verified runs
Economics—Economics pending verified runs
stable-diffusion-xl-base-1.0Licenseunknown
Parameters—
Context—
Architecturetext-to-image
BenchmarksPending verified runs
Economics—Economics pending verified runs
FLUX.1-dev
Hugging Face model with 14403 likes. Tags: diffusers, safetensors, text-to-image, image-generation, flux, en, license:other, endpoints_compatible, diffusers:FluxPipeline, region:us
stable-diffusion-xl-base-1.0
Hugging Face model with 8099 likes. Tags: diffusers, onnx, safetensors, text-to-image, stable-diffusion, arxiv:2307.01952, arxiv:2211.01324, arxiv:2108.01073, arxiv:2112.10752, license:openrail++
