Test record & evaluation basis

Inpaint-web (Open-Source Browser WebGPU Inpainting) · Object removal

Free open-source, login-free and ad-free on-device processing exports full size; complex bookshelf repairs show blocky texture and need inspection.

Test date 2026-10-16Completely freePreview / screenshot evidenceMethod 2.3.1
1 · Date, environment & tier2026-10-16 · Guest flow

US-West (California, AS2914)

2 · Fixture & native exportFixed occlusion fixture (anchor_inpaint_v1)

No native export attached; page screenshot evidence only

3 · Price checks vs. test scoreOfficial pricing checked 2026-10-21

Subsequent pricing and service checks are shown separately without altering historical scores.

4 · What one test cannot proveScoped to this fixture & path

One run does not establish all complex scenes, untested paid maxima or long-term uptime.

Plans & historical pricing

Inpaint-web in-browser open-source object removal and upscaling tool · 2026-10-21

Plan · source date
Monthly / one-time
Annual bill / period
Quota & limits
Inpaint-web Open-Source Free2026-10-21 ↗
Free
Free
Free Free open-source tool without login; unlimited local in-browser object removal and 4x upscaling with full-resolution unwatermarked export.

1 plan / billing-period records, all listed; — means that period is not recorded.

Open-source free web tool (MIT License) powered by client-side WebGPU and WebAssembly. Models run locally in the browser with no registration, paid plans, or usage limits.

Cancellation, sources & verification record

Completely free open-source project with no accounts or billing.

Inpaint-web official web workspace ↗ · 2026-10-21 Capture 1 ↗

Pricing recorded on the test date · 2026-10-16

$0 (MIT Open-Source Free Project)

100% free open-source; compute runs on user's local browser WebGPU/WASM

Historical context only; not current purchase guidance.

Delivery & access

Free delivery record
2048×2048 (Full-Res Unwatermarked PNG)
Watermark
None (100% watermark-free)
Free allowance
100% free and open-source; unlimited local browser inference and full-resolution exports
Account requirements
No registration or login required; works immediately in browser
Maximum specification record
2048×2048 (Full-Res Unwatermarked PNG)

May include advertised capabilities; this does not establish a tested paid tier.

Batch & API
Supports multi-step history snapshots, hold-to-compare original, and built-in local 4x upscaling
Manual refinement
Not recorded or not verified

Tested result & sample

Inpaint-web runs the MIGAN inpainting model locally in the browser via ONNX Runtime Web, erasing all 3 signs directly on the 2048×2048 image and exporting a full-size PNG without uploading a single byte to any server. Smooth wood surfaces restore cleanly, while complex bookshelves show lightweight client-model texture patterns.

Fixture
anchor_inpaint_v1
Recorded environment
US-West (California, AS2914)
Local processing record
13.8 s
End-to-end reference
13.8 s

Network wait includes round trips, queuing and polling error, not pure inference time. Local timings depend on the device; repetition counts are not standardized in legacy records.

No native export is attached. Screenshots show the visible page, but do not independently establish export properties or file validity.

Experience, rules & trust

Disclosure
Completely free and open-source with zero hidden charges
Interaction
Minimalist open-source workspace with zero popups, ads, or email gates; automatically preserves step-by-step history thumbnails along the top bar (02_workspace.png, 03_download.png).
Entity record
Inpaint-web Open Source Project (lxfater)
Origin
Open-Source Developer Community (GitHub: lxfater/inpaint-web)
Domain history record
2023–Present (Flagship WebGPU client-side AI vision project)
Third-party tracking record
Not recorded or not verified
External information
Not recorded or not verified
Processing
Pure browser-side ONNX Runtime Web (WebGPU / WASM) local inference (~13.8s per stroke)
Retention statement
Zero server transmission; image data stays 100% in local browser memory and is destroyed when the tab closes

A recorded statement does not verify deletion or all data-processing behavior.

Verifiable audit trail & evidence

Four SHA-256-verified stages link the benchmark fixture, same-run interface screenshots, native exported artifact and archived pricing sources.

Stage A · Benchmark fixture Fixed occlusion fixture

anchor_inpaint_v1 · Inspect fixture & file inspector →

Stage B · Same-run screenshots 3 flow screenshots archived

Captures entry rules, result view and export disclosure.

Stage C · Native exported file No native file

Page screenshot evidence only

Stage D · Archived pricing sources 1 official source snapshots

Inpaint-web official web workspace (snapshot ↗)

Screenshots, native output and official claims support different conclusions. Evidence grades are not product safety certifications.

Evaluation basis & full scores · Overall 82.6/100

Overall = honesty & reputation × 30% + capability × 70%. Component maxima follow this report’s rubric. List scores are rounded for display; original precision is retained here.

Scoring version 2.3.1 · Test fixture anchor_inpaint_v1

Honesty & reputation · 91/100 · 30%

CriterionScoreRationaleBasis
Pricing transparency34 / 35 100% free open-source tool (01_landing.png): zero registration, zero login, unlimited runs, and no subscription paywalls. Clicking Download exports a native 2048×2048 unwatermarked PNG (03_download.png). Evidence A →
Interaction restraint29 / 30 Minimalist open-source workspace with zero popups, ads, or email gates; automatically preserves step-by-step history thumbnails along the top bar (02_workspace.png, 03_download.png). Evidence A →
Background & reputation14 / 20 Popular GitHub open-source project lxfater/inpaint-web powered by ONNX Runtime Web / WebGPU with fully auditable MIT-licensed source code. Evidence B →
Engineering & privacy14 / 15 100% local browser-side WebGPU/WASM execution: once the ONNX model is cached in IndexedDB, all pixel processing happens inside local browser memory with zero server uploads. Evidence A →

Capability · 79/100 · 70%

CriterionScoreRationaleBasis
Task quality49.5 / 65 Masked GT Reconstruction (21.5/30: structural PSNR=14.63dB · SSIM=0.4166) · Unmasked Fidelity (17.5/20: zero pixel alteration outside brush strokes) · Texture Continuity (10.5/15: smooth wood table restoration, though complex bookshelf spines show stylized MIGAN block patterns) Evidence B →
Deliverable specifications20 / 20 Exports native 2048×2048 full-resolution unwatermarked PNG without login (20/20) Evidence B →
Processing speed9.5 / 15 Client-side ONNX/WASM 2048×2048 local inference takes ~13.8s per stroke with 0.0s network upload overhead Evidence B →

Legacy scores may include advertised maximum capabilities. Read tested output separately from paid capabilities. Records without matching tiers and scope are not ranked together.

Revisions & corrections

Prepare a correction or update →
Benchmark evidence preview

Open original ↗