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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 | Hama | Switch / compare |
|---|---|---|---|
| Object removal | 83/100 2048×2048 (Full-Res Unwatermarked PNG) · Historical description; output not attached | 74/100 720×720 (SD Unwatermarked JPEG) · 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 | Hama (AI Object & People Eraser) Object removal 74/100 Seven-aspect task score Login-free removal and download give natural blending; free output drops to 720px, while fullscreen and floating ads interfere with the canvas. Tested export 720×720 (SD Unwatermarked JPEG) · 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 ↗ | Hama web AI object remover (excludes custom API) · 2026-10-21 Plan · source date Monthly / one-time Annual bill / period Quota & limits Guest Free (720p)2026-10-21 ↗ Free Free Free Unlimited object removal without login; export resolution capped at 720px (unwatermarked). Hama PRO (Free HD with login)2026-10-21 ↗ Free Free Free Official FAQ states that logging in for free unlocks high-resolution image downloads in Hama PRO. 2 plan / billing-period records, all listed; — means that period is not recorded. The official FAQ ("How much does it cost?") explicitly states that Hama is free, and users only need to log in to download high-resolution images in Hama PRO. Guests can export unlimited 720px unwatermarked images without login, and logging in unlocks Hama PRO (HD) for free. Cancellation, sources & verification recordWeb access (including login-unlocked HD) is free with no subscription charges. Hama official page and FAQ (pricing statement) ↗ · 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 guest usage at 720px standard resolution without watermarks |
| Cancellation & refunds | Completely free open-source project with no accounts or billing. | Web access (including login-unlocked HD) is free with no subscription charges. |
| Disclosure of costs & limits | Completely free and open-source with zero hidden charges | Top banner promotes 'Try hama PRO (HD)', though the exact 720px cap is only evident upon inspecting the downloaded file |
| 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. | Supports marking multiple areas; reconstruction looked natural, but free output was 720px and the page had ads. |
| 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. | Hama.app lets users brush all 3 signs at once and submit a single /api/hama-inpainting job (8.78s), blending bookshelf and wood-grain backgrounds naturally; its main limitations are the 720×720 free resolution cap and third-party Google AdSense overlays. |
| Suitable uses · historical assessment | Privacy-conscious users who require 100% local in-browser processing (zero cloud upload) and unlimited free 2048px+ unwatermarked exports | Quick social media or small web graphics where 720px unwatermarked output without login is sufficient |
| 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 (SD Unwatermarked JPEG) · 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 (SD Unwatermarked JPEG) |
| Watermark observation | None (100% watermark-free) | None (100% watermark-free) |
| Batch & API | Supports multi-step history snapshots, hold-to-compare original, and built-in local 4x upscaling | Offers Hama API and keyboard shortcuts (⌘+B Brush, ⌘+Enter Erase, ⌘+Z Undo) |
| 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: 8.78s · End-to-end reference: 9.38s |
| 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 720px tier; email login available for PRO |
| 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). | Completes the full workflow without registration, but embeds Google AdSense floating overlays and shopping anchor banners (see bottom-right of 02_workspace.png) that can intercept upload clicks. |
| Background & reputation | ||
| Service lifecycle notice | Not verified | Not verified |
| Operator | Inpaint-web Open Source Project (lxfater) | Hama.app |
| Recorded origin | Open-Source Developer Community (GitHub: lxfater/inpaint-web) | Independent AI Vision Tool Team |
| Domain history record | 2023–Present (Flagship WebGPU client-side AI vision project) | 2021–Present (Early web-based LaMa inpainting application) |
| 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 web-based AI object eraser (Hama.app) launched in 2021, widely used for quick watermark and object removal. |
| 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. | Resizes the canvas to 720×720 on the client before submitting to /api/hama-inpainting (8.78s cloud inference), reducing upload size at the cost of 2K high-frequency detail. |
| 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). | 24 / 35 Allows guests to upload, brush, and click Finish -> Download for an unwatermarked image without login (01_landing.png, 03_download.png), but downscales the 2048×2048 original to a 720×720 JPEG on the free tier (HD requires Hama PRO). |
| 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). | 21 / 30 Completes the full workflow without registration, but embeds Google AdSense floating overlays and shopping anchor banners (see bottom-right of 02_workspace.png) that can intercept upload clicks. |
| 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. | 16 / 20 Established web-based AI object eraser (Hama.app) launched in 2021, widely used for quick watermark and object removal. |
| 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. | 12 / 15 Resizes the canvas to 720×720 on the client before submitting to /api/hama-inpainting (8.78s cloud inference), reducing upload size at the cost of 2K high-frequency detail. |
| 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) | 51.5 / 65 Masked GT Reconstruction (22.5/30: structural PSNR=15.12dB · SSIM=0.4002) · Unmasked Fidelity (16.5/20: unmasked_psnr=25.16dB, limited by 720px downscaling) · Texture Continuity (12.5/15: coherent bookshelf and wood-grain blending) |
| Deliverable specifications | 20 / 20 Exports native 2048×2048 full-resolution unwatermarked PNG without login (20/20) | 11 / 20 Exports a free 720×720 unwatermarked JPEG without login, reducing linear resolution by 64.8% from 2048×2048 (11/20) |
| Processing speed | 9.5 / 15 Client-side ONNX/WASM 2048×2048 local inference takes ~13.8s per stroke with 0.0s network upload overhead | 12 / 15 CDP measured 8.78s pure cloud inference across /api/hama-inpainting for all 3 zones simultaneously |
