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Test scope & comparison notes
These are recorded facts, not a unified ranking. Tested tiers and scope are not consistently recorded. Read pricing with its date and timing with its conditions. Privacy observations reflect visible flows and statements, not a security audit.
Cross-task capability coverage across selected products
Each product is scored independently per task edge; switch tasks below while keeping shared products selected| Task edge | Inpaint-web | Cleanup.pictures | Switch / compare |
|---|---|---|---|
| Object removal | 83/100 2048×2048 (Full-Res Unwatermarked PNG) · Historical description; output not attached | 80/100 720×720 (No Watermark PNG) · Historical description; output not attached | Active task |
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Browse this task →| Criterion | Inpaint-web (Open-Source Browser WebGPU Inpainting) Object removal 83/100 Seven-aspect task score Free open-source, login-free and ad-free on-device processing exports full size; complex bookshelf repairs show blocky texture and need inspection. Tested export 2048×2048 (Full-Res Unwatermarked PNG) · Historical description; output not attached Historical test · 2026-10-16 | Cleanup.pictures (Clipdrop / Jasper) Object removal 80/100 Seven-aspect task score Login-free brush editing is simple with upfront size disclosure; signs were removed cleanly, but free output is only 720px and HD needs Pro. Tested export 720×720 (No Watermark PNG) · Historical description; output not attached Historical test · 2026-10-16 |
|---|---|---|
| Pricing & rules | ||
| Pricing plans | 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 recordCompletely free open-source project with no accounts or billing. Inpaint-web official web workspace ↗ · 2026-10-21 Capture 1 ↗ | Cleanup.pictures web and cross-platform plans (Free / Pro / ClipDrop Pro / API); USD · 2026-10-21 Plan · source date Monthly / one-time Annual bill / period Quota & limits Free2026-10-21 ↗ Free Free Free Unlimited images without login; export resolution limited to 720p (unwatermarked). Pro Monthly2026-10-21 ↗ USD 5/month — Monthly Unlimited images, unlimited resolution, and high-quality refiner across desktop and mobile (1 user). Pro Annual2026-10-21 ↗ — USD 36/year Annual Billed annually at USD 36/year (USD 3/month equivalent); unlimited images, unlimited resolution, and high-quality refiner. ClipDrop Pro (Cross-sell bundle card)2026-10-21 ↗ Monthly price not verified — Monthly Multi-tool suite including Cleanup, Remove background, Replace background, Uncrop, and Generative fill. Card only displays "11 starting from" and redirects to clipdrop.co/pricing; full monthly/annual checkout breakdown is not listed on this page. 5 plan / billing-period records, all listed; — means that period is not recorded. The official pricing section and FAQ explicitly state Free (USD 0, unlimited images capped at 720p) and Cleanup Pro (USD 5/month or USD 36/year, equivalent to USD 3/month, with unlimited resolution and images). The page also displays a "ClipDrop Pro · 11 starting from" cross-sell card without full billing-period details on this page (see clipdrop.co for standalone ClipDrop pricing), so ClipDrop Pro is marked unverified with partial coverage. Verification has gaps; unknown prices and quotas are not inferred. Cancellation, sources & verification recordManage, pause, or cancel anytime in the "manage subscription" section. Refunds after activation are granted only in rare cases such as technical difficulties or platform incompatibilities (full within 14 days, prorated thereafter). Cleanup.pictures official pricing and FAQ ↗ · 2026-10-21 Capture 1 ↗ |
| Free & trial allowance on the test date | 100% free and open-source; unlimited local browser inference and full-resolution exports | Unlimited free no-login brushing and 720p watermark-free PNG exports |
| Cancellation & refunds | Completely free open-source project with no accounts or billing. | Manage, pause, or cancel anytime in the "manage subscription" section. Refunds after activation are granted only in rare cases such as technical difficulties or platform incompatibilities (full within 14 days, prorated thereafter). |
| Disclosure of costs & limits | Completely free and open-source with zero hidden charges | Disclosed upfront upon file selection (comparing 720×720 SD vs 2048×2048 HD) |
| Task quality | ||
| Measured fixture results | Not verified | Not verified |
| Fixture findings | Processes locally with full-size export; smooth areas worked better than complex bookshelf texture. | Removed signs promptly after brushing in this test; free output was reduced to 720px. |
| Original historical observation | 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. | Cleanup.pictures’ signature release-to-erase workflow removes each sign in ~3.3s with clean background continuation; its only limitation is the upfront 720×720 SD resolution cap on the free tier. |
| Suitable uses · historical assessment | Privacy-conscious users who require 100% local in-browser processing (zero cloud upload) and unlimited free 2048px+ unwatermarked exports | Casual users who want frictionless, unlimited, release-to-erase cleanup for social/web images where 720p suffices |
| Result & output evidence | No native output obtained; the preview does not establish final export quality. | No native output obtained; the preview does not establish final export quality. |
| Delivery capabilities | ||
| Recorded export specifications | 2048×2048 (Full-Res Unwatermarked PNG) · Historical description; output not attached · Check watermark record No native output is attached; check the evidence for specification and watermark claims. | 720×720 (No Watermark PNG) · Historical description; output not attached · Check watermark record No native output is attached; check the evidence for specification and watermark claims. |
| Historical specification note · not an official maximum | 2048×2048 (Full-Res Unwatermarked PNG) | 720×720 (No Watermark PNG) |
| Watermark observation | None (100% watermark-free) | 100% Watermark-Free |
| Batch & API | Supports multi-step history snapshots, hold-to-compare original, and built-in local 4x upscaling | Supports iterative multi-stroke brushing and Clipdrop API integration |
| Recorded free-tier dimensions | Not verified | Not verified |
| Attached file dimensions | Not verified | Not verified |
| Speed & reliability | ||
| Timing observation | Recorded local processing time: 13.8s · End-to-end reference: 13.8s | Network-observed server wait: 3.33s · End-to-end reference: 10s |
| Date & fixture | 2026-10-16 · anchor_inpaint_v1 · US-West (California, AS2914) | 2026-10-16 · anchor_inpaint_v1 · US-West (California, AS2914) |
| Repeated tests & reliability | No standardized repetition count, success rate or variability range is recorded. | No standardized repetition count, success rate or variability range is recorded. |
| Interaction experience | ||
| Account requirements | No login in this test | No login in this test |
| Sign-in methods | No registration or login required; works immediately in browser | No login required; Pro subscribers can sign in via Email/Google |
| Manual adjustment | Not verified | Manual erase / adjustment recorded in the historical flow |
| Interaction observations | 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). | Focused single-page canvas: drag-and-drop to upload, release mouse to erase, toggle original preview, and click Download for an unwatermarked PNG (03_download.png). |
| Background & reputation | ||
| Service lifecycle notice | Not verified | Not verified |
| Operator | Inpaint-web Open Source Project (lxfater) | Init ML / Clipdrop (Jasper AI Inc.) |
| Recorded origin | Open-Source Developer Community (GitHub: lxfater/inpaint-web) | Paris, France / San Francisco, USA |
| Domain history record | 2023–Present (Flagship WebGPU client-side AI vision project) | 2021–Present |
| Background & reputation assessment | Popular GitHub open-source project lxfater/inpaint-web powered by ONNX Runtime Web / WebGPU with fully auditable MIT-licensed source code. | Built by Paris-based Init ML (the founding team behind Clipdrop, later acquired by Stability AI and Jasper AI). |
| External reputation record | Not verified | Not verified |
| Engineering & privacy | ||
| Processing location | On-device processing | Uploaded for cloud processing |
| Third-party tracking record | Not verified | Not verified |
| Engineering & privacy assessment | 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. | Calls Google Cloud Functions (cleanup_proxy) to run LaMa/generative inpainting in 3.33s per stroke (10.0s total across 3 strokes). |
| Retention statement | This flow runs locally; post-close deletion not independently verified | Explicit retention period unconfirmed; inspect policy record |
| Evaluation basis | ||
| Pricing transparency | 34 / 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). | 29 / 35 Immediately upon uploading the 2048×2048 original, an upfront resolution modal (04_sd_downscale_modal.png) transparently discloses that the free tier processes at 720×720 SD with free unwatermarked export while 2048×2048 HD requires Pro—zero post-interaction ambush. |
| Interaction restraint | 29 / 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). | 27 / 30 Focused single-page canvas: drag-and-drop to upload, release mouse to erase, toggle original preview, and click Download for an unwatermarked PNG (03_download.png). |
| Background & reputation | 14 / 20 Popular GitHub open-source project lxfater/inpaint-web powered by ONNX Runtime Web / WebGPU with fully auditable MIT-licensed source code. | 19 / 20 Built by Paris-based Init ML (the founding team behind Clipdrop, later acquired by Stability AI and Jasper AI). |
| Engineering & privacy | 14 / 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. | 14 / 15 Calls Google Cloud Functions (cleanup_proxy) to run LaMa/generative inpainting in 3.33s per stroke (10.0s total across 3 strokes). |
| Task quality | 49.5 / 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) | 50 / 65 Occluded Region GT Restoration (23.5/30: structural PSNR=15.63dB · SSIM=0.4317) · Unmasked Preservation (15.5/20: unmasked_psnr=23.94dB, capped by 720px SD downscaling) · Texture Coherence & Zero Ghosting (11.0/15: all 3 signs 100% erased with clean edges) |
| Deliverable specifications | 20 / 20 Exports native 2048×2048 full-resolution unwatermarked PNG without login (20/20) | 13 / 20 Free no-login 720×720 watermark-free PNG export (13/20) with upfront client pre-downscale disclosure |
| Processing speed | 9.5 / 15 Client-side ONNX/WASM 2048×2048 local inference takes ~13.8s per stroke with 0.0s network upload overhead | |
