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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 | Cutout.pro | Switch / compare |
|---|---|---|---|
| Background removal | Not tested in topic | 81/100 2048 × 2048 · PNG | Compare in task topic → |
| Image upscaling | Not tested in topic | 87/100 750×750 (PNG · 1.46x Free Preview) · Historical description; output not attached | Compare in task topic → |
| Object removal | 83/100 2048×2048 (Full-Res Unwatermarked PNG) · Historical description; output not attached | 73/100 510×510 (No-Login Free PNG); 2048×2048 HD (1 Credit) · Historical description; output not attached | Active task |
| Image generation | Not tested in topic | 87/100 1024×1024 (Unwatermarked JPEG, 667KB) · Historical description; output not attached | Compare in task topic → |
| Photo restoration | Not tested in topic | 68/100 JPEG · Output attached | Compare in task topic → |
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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 | Cutout.Pro (Image Retouch) Object removal 73/100 Seven-aspect task score Login-free side-by-side comparison clearly labels free and HD credit tiers; free output is only 510px with soft repairs, while full size costs credits. Tested export 510×510 (No-Login Free PNG); 2048×2048 HD (1 Credit) · 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 ↗ | Web image removal: free, all expanded monthly tiers and packs; API priced separately · 2026-10-20 Plan · source date Monthly / one-time Annual bill / period Quota & limits 2,400 credits2026-10-20 ↗ USD 108/month — Monthly 2,400 credits/month; removal 1 credit/image Rules [1] 5,600 credits2026-10-20 ↗ USD 239/month — Monthly 5,600 credits/month; removal 1 credit/image Rules [1] 10,000 credits2026-10-20 ↗ USD 399/month — Monthly 10,000 credits/month; removal 1 credit/image Rules [1] 15,000 credits2026-10-20 ↗ USD 549/month — Monthly 15,000 credits/month; removal 1 credit/image Rules [1] 25,000 credits2026-10-20 ↗ USD 859/month — Monthly 25,000 credits/month; removal 1 credit/image Rules [1] 50,000 credits2026-10-20 ↗ USD 1,599/month — Monthly 50,000 credits/month; removal 1 credit/image Rules [1] 75,000 credits2026-10-20 ↗ USD 2,299/month — Monthly 75,000 credits/month; removal 1 credit/image Rules [1] 150,000 credits2026-10-20 ↗ USD 4,049/month — Monthly 150,000 credits/month; removal 1 credit/image Rules [1] 250,000 credits2026-10-20 ↗ USD 5,749/month — Monthly 250,000 credits/month; removal 1 credit/image Rules [1] 1,000,000 credits2026-10-20 ↗ USD 20,000/month — Monthly 1,000,000 credits/month; removal 1 credit/image Rules [1] 2,000,000 credits2026-10-20 ↗ USD 34,000/month — Monthly 2,000,000 credits/month; removal 1 credit/image Rules [1] 30 credits2026-10-20 ↗ USD 4.99 · one-time payment Usage / one-time Usage / one-time 30 credits; removal 1 credit/image Rules [2] 300 credits2026-10-20 ↗ USD 39 · one-time payment Usage / one-time Usage / one-time 300 credits; removal 1 credit/image Rules [2] 900 credits2026-10-20 ↗ USD 79 · one-time payment Usage / one-time Usage / one-time 900 credits; removal 1 credit/image Rules [2] 3,000 credits2026-10-20 ↗ USD 199 · one-time payment Usage / one-time Usage / one-time 3,000 credits; removal 1 credit/image Rules [2] 30,000 credits2026-10-20 ↗ USD 1,399 · one-time payment Usage / one-time Usage / one-time 30,000 credits; removal 1 credit/image Rules [2] 5,000,000 credits2026-10-20 ↗ USD 37,500 · one-time payment Usage / one-time Usage / one-time 5,000,000 credits; removal 1 credit/image Rules [2] 25 plan / billing-period records, all listed; — means that period is not recorded. High-volume tiers expanded; removal costs 1 credit/image, other operations differ. Taxes are not stated on the cards. Cancellation, sources & verification recordDowngrade, upgrade or cancel anytime; advertised 14-day money-back guarantee subject to terms. Official plans and usage terms ↗ · 2026-10-20 Capture 1 ↗ |
| Free & trial allowance on the test date | 100% free and open-source; unlimited local browser inference and full-resolution exports | Unlimited 510p unwatermarked guest downloads; 5 free credits upon signup (good for 5 full 2048×2048 HD downloads) |
| Cancellation & refunds | Completely free open-source project with no accounts or billing. | Downgrade, upgrade or cancel anytime; advertised 14-day money-back guarantee subject to terms. |
| Disclosure of costs & limits | Completely free and open-source with zero hidden charges | Button explicitly states "Download HD · Full Image 2048 x 2048, 1 credit" |
| 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 with side-by-side preview; free output was 510px and full size required credits. |
| 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. | Cutout.Pro’s Smear repair modal responds in just 2.53s per stroke, cleanly erasing all 3 signs in a side-by-side Original vs Result view; guest export is 510×510 unwatermarked while full 2048×2048 HD costs 1 credit. |
| Suitable uses · historical assessment | Privacy-conscious users who require 100% local in-browser processing (zero cloud upload) and unlimited free 2048px+ unwatermarked exports | E-commerce sellers already using Cutout.Pro’s credit ecosystem for cutout and upscaling |
| 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. | 510×510 (No-Login Free PNG); 2048×2048 HD (1 Credit) · 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) | 510×510 (No-Login Free PNG); 2048×2048 HD (1 Credit) |
| 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 | Enterprise Image Retouch API and desktop batch app available |
| 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: 2.53s · End-to-end reference: 7.59s |
| 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 for interactive repair and 510p unwatermarked download; Google / Facebook / Email signup grants 5 free credits |
| Manual adjustment | Not verified | Not verified |
| 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). | Side-by-side Original vs Result comparison view with both Smear and Tick repair modes. |
| Background & reputation | ||
| Service lifecycle notice | Not verified | Not verified |
| Operator | Inpaint-web Open Source Project (lxfater) | LibAI Tech / Cutout.Pro |
| Recorded origin | Open-Source Developer Community (GitHub: lxfater/inpaint-web) | Hong Kong (Global SaaS) |
| 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. | Established cross-border AI visual platform Cutout.Pro (LibAI Tech). |
| 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. | Synchronous cloud inference via restapi.cutout.pro/webMatting/predict averaging just 2.53s per stroke (7.59s 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). | 25 / 35 Guests can upload the original image without login and brush over all 3 signs using the blue Smear brush (02_workspace.png); the result view provides a free unwatermarked preview download (510×510) and clearly labels "Download HD · Full Image 2048 x 2048, 1 credit" (new accounts receive 5 free signup credits, 03_download.png). |
| 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). | 25 / 30 Side-by-side Original vs Result comparison view with both Smear and Tick repair modes. |
| 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. | |
| 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 Synchronous cloud inference via restapi.cutout.pro/webMatting/predict averaging just 2.53s per stroke (7.59s 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) | 45.5 / 65 Occluded Region GT Restoration (21.5/30: structural PSNR=14.87dB · SSIM=0.3236) · Unmasked Preservation (14.5/20: unmasked_psnr=23.55dB, free preview capped at 510×510) · Texture Coherence (9.5/15: all 3 signs erased, though inpainted texture is relatively smooth) |
| Deliverable specifications | 20 / 20 Exports native 2048×2048 full-resolution unwatermarked PNG without login (20/20) | 10 / 20 Free no-login 510×510 watermark-free PNG export (10/20); 5 free signup credits unlock 5 full-res 2048×2048 HD downloads |
| Processing speed | 9.5 / 15 Client-side ONNX/WASM 2048×2048 local inference takes ~13.8s per stroke with 0.0s network upload overhead | |
