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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 | Vheer | media.io | Switch / compare |
|---|---|---|---|
| Background removal | 79/100 531 × 531 · PNG | 62/100 2000 × 2000 · PNG | Active task |
| Image upscaling | Not tested in topic | 78/100 1024 × 1024 · PNG | Compare in task topic → |
| Object removal | Not tested in topic | 71/100 JPEG · Output attached | Compare in task topic → |
| Image generation | 89/100 PNG · Output attached | 75/100 JPEG · Output attached |
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Browse this task →| Criterion | Vheer Background Remover Background removal 79/100 Seven-aspect task score Free login-free access and manual touch-up keep the workflow simple; the canvas reduced this image to 531px, limiting full-size use. Tested export 531 × 531 · PNG Historical test · 2026-10-17 | Wondershare Media.io AI Background Remover Background removal 62/100 Seven-aspect task score Signed-in free Wondershare accounts export an unwatermarked transparent PNG for 1 credit (99.72% foreground recall), but guest use is blocked, curly hair edges retain background residue, and free-queue server wait was 26.1s. Tested export 2000 × 2000 · PNG Historical test · 2026-10-21 |
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| Pricing & rules | ||
| Pricing plans | Website free, monthly, annual and general credit packs · 2026-10-20 Plan · source date Monthly / one-time Annual bill / period Quota & limits Free2026-10-20 ↗ Free Free Free Removal feature page states free use without signup/subscription, up to 20 images per batch; generation separately includes 50 general credits/month Premium2026-10-20 ↗ USD 9.99/month USD 99.9/year Monthly 1000 general credits/month, commercial use, no ads/watermark Annual 1000 general credits/month; displayed monthly equivalent $8.33 Rules [1] Business2026-10-20 ↗ USD 19.99/month USD 199.9/year Monthly 2000 general credits/month, commercial use, no ads/watermark Annual 2000 general credits/month; displayed monthly equivalent $16.66 Rules [1] Ultra2026-10-20 ↗ USD 49.99/month USD 499.9/year Monthly 5000 general credits/month, commercial use, no ads/watermark Annual 5000 general credits/month; displayed monthly equivalent $41.66 Rules [1] 400 credit pack2026-10-20 ↗ USD 3.99 · one-time payment Usage / one-time Usage / one-time 400 base general credits; higher-plan bonuses not quantified 950 credit pack2026-10-20 ↗ USD 9.49 · one-time payment Usage / one-time Usage / one-time 950 base general credits; higher-plan bonuses not quantified 1850 credit pack2026-10-20 ↗ USD 18.49 · one-time payment Usage / one-time Usage / one-time 1850 base general credits; higher-plan bonuses not quantified 2700 credit pack2026-10-20 ↗ USD 26.99 · one-time payment Usage / one-time Usage / one-time 2700 base general credits; higher-plan bonuses not quantified 3500 credit pack2026-10-20 ↗ USD 34.99 · one-time payment Usage / one-time Usage / one-time 3500 base general credits; higher-plan bonuses not quantified 7000 credit pack2026-10-20 ↗ USD 69.99 · one-time payment Usage / one-time Usage / one-time 7000 base general credits; higher-plan bonuses not quantified 13 plan / billing-period records, all listed; — means that period is not recorded. Annual prices come from official billing tooltips; upgrade checkout requires login. The removal feature explicitly states free use without registration and up to 20 images per batch, so generation credits are not converted into removal counts. Higher-tier top-up bonus quantities and exact credit expiry dates are not specified in the public rules. Verification has gaps; unknown prices and quotas are not inferred. Cancellation, sources & verification recordThe FAQ allows cancellation anytime and says reset credits remain usable; the exact expiry is unspecified. Official plans and usage terms ↗ · 2026-10-20 Capture 1 ↗ · Capture 2 ↗ Official annual billing details ↗ · 2026-10-20 Capture 1 ↗ · Capture 2 ↗ · Capture 3 ↗ Official removal feature and batch rules ↗ · 2026-10-20 Capture 1 ↗ | Media.io membership plans (Free Trial / Standard / Premium monthly and annual); USD · 2026-10-21 Plan · source date Monthly / one-time Annual bill / period Quota & limits Free Trial2026-10-21 ↗ Free Free Free 5 signup credits for new accounts (image upscaling costs 2 credits/run, allowing 2 free unwatermarked 2x PNG exports); pricing table also lists 3 daily check-in credits and 1 GB cloud storage. Standard Monthly2026-10-21 ↗ USD 10.99/month — Monthly 100 credits/month + 5 daily check-in credits (up to 100 images or 10 videos/month), watermark-free exports, and 20 GB cloud storage. Rules [1] Standard Annual2026-10-21 ↗ — USD 71.88/year Annual Billed annually at USD 71.88/year (USD 5.99/month equivalent); 100 credits/month + 5 daily check-in credits, watermark-free exports, and 20 GB cloud storage. Rules [2] Premium Monthly2026-10-21 ↗ USD 19.99/month — Monthly 400 credits/month + 10 daily check-in credits (up to 400 images or 40 videos/month), Turbo speed, watermark-free exports, 50 GB cloud storage, and 15% off extra credits. Rules [1] Premium Annual2026-10-21 ↗ — USD 119.88/year Annual Billed annually at USD 119.88/year (USD 9.99/month equivalent); 400 credits/month + 10 daily check-in credits, Turbo speed, watermark-free exports, and 50 GB cloud storage. Rules [2] 5 plan / billing-period records, all listed; — means that period is not recorded. The official pricing page lists Free Trial (5 free signup credits in the workspace where upscaling costs 2 credits/run, plus 3 daily check-in credits on the pricing table), Standard (USD 10.99/month or billed annually at USD 71.88/year, displayed as USD 5.99/month, with 100 credits/month + 5 daily check-in credits), and Premium (USD 19.99/month or billed annually at USD 119.88/year, displayed as USD 9.99/month, with 400 credits/month + 10 daily check-in credits and 15% off extra credits). Cancellation, sources & verification recordCancel auto-renewal anytime; the official pricing page states a 7-day money-back guarantee, and uploaded/generated files are automatically deleted within 7 days. Media.io official monthly/annual pricing and comparison table ↗ · 2026-10-21 Capture 1 ↗ · Capture 2 ↗ |
| Free & trial allowance on the test date | Unlimited free usage with no credit deductions or download paywalls | New free accounts receive 5 signup credits and can claim 3 free credits daily via the header gift icon; background removal costs 1 credit per image |
| Cancellation & refunds | The FAQ allows cancellation anytime and says reset credits remain usable; the exact expiry is unspecified. | Cancel auto-renewal anytime; the official pricing page states a 7-day money-back guarantee, and uploaded/generated files are automatically deleted within 7 days. |
| Disclosure of costs & limits | Canvas dimensions and brush sliders are immediately visible inside the editor workspace | Generate button clearly labels 'Generate 1' and top header shows remaining credit balance before submission |
| Task quality | ||
| Measured fixture results | Edge error MAD: 0.1711 (Lower is better) · Global error SAD(k): 79.36 (Lower is better) · Foreground retention: 98.780% (Higher is better) · Background residue: 0.430% (Lower is better) | Edge error MAD: 0.1365 (Lower is better) · Global error SAD(k): 50.021 (Lower is better) · Foreground retention: 99.720% (Higher is better) · Background residue: 0.290% (Lower is better) |
| Fixture findings | Brush refinement was available without login; the recorded 531px canvas limited fine-hair sharpness. | Subject torso is well preserved (99.72% foreground recall), but outer curly hair strands exhibit visible background residue (mad_band = 0.1365, background leak = 0.290%) (37.6/65). |
| Original historical observation | Vheer Background Remover achieves 98.78% foreground recall and low 0.43% background leak with convenient Remove/Keep brush tools, though fine hair strand sharpness is softened by the 531×531 interactive canvas resolution compared to sister site BgEraser's native 2048×2048 export. | High foreground recall (99.72%) and unwatermarked RGBA PNG delivery, but peripheral curly hair retains visible background fragments (MAD_band = 0.1365, bg_leak = 0.29%) and free-queue server wait was 26.08s. |
| Suitable uses · historical assessment | Lightweight creative workflows that need free, no-login background removal with built-in browser "Remove / Keep" brush touch-up and backdrop color swapping | Existing Wondershare account holders needing occasional unwatermarked cutouts of simple-edge subjects |
| Result & output evidence | ||
| Delivery capabilities | ||
| Recorded export specifications | 531 × 531 · PNG · No watermark in test | 2000 × 2000 · PNG · No watermark in test |
| Historical specification note · not an official maximum | 531 × 531 (interactive canvas unwatermarked transparent PNG) | 2000×2000 (from 2048×2048 PNG via upload confirm modal; 2048×2048 retained on JPEG input) |
| Watermark observation | Watermark-free | No watermark (native RGBA transparent PNG) |
| Batch & API | Single-image interactive brush editor (for 20-image 2048px batch cutouts, sister site BgEraser is recommended) | Single-image web workspace with one-click handoff to MediaAgent refinement or image-to-video animation |
| Recorded free-tier dimensions | 531 × 531 | 2000 × 2000 |
| Attached file dimensions | 531 × 531 · PNG | 2000 × 2000 · PNG |
| Speed & reliability | ||
| Timing observation | Network-observed server wait: 9s · End-to-end reference: 10.4s | Network-observed server wait: 26.08s · End-to-end reference: 26.08s |
| Date & fixture | 2026-10-17 · anchor_bgremove_v1 · US-West (California, AS2914) | 2026-10-21 · anchor_bgremove_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 | Account required in this test |
| Sign-in methods | 100% usable without login (both automatic cutout and manual brush refinement) | Requires Wondershare account sign-in (supports email code or Google OAuth) |
| Manual adjustment | Not verified | Not verified |
| Interaction observations | Includes built-in interactive "Remove / Keep" manual brush refinement and solid-color background preview on the same page without signup prompts. | Requires login before accessing the workspace, displays a persistent 50%-off subscription banner and an AI ad promo card above the creation list, and opens an 'Edit Uploaded Image' confirm modal on large PNG uploads (which outputs 2000×2000, whereas JPEG uploads retain 2048×2048); however, clicking the download icon directly saves the transparent PNG without extra paywall popups. |
| Background & reputation | ||
| Service lifecycle notice | Not verified | Not verified |
| Operator | Vheer AI Creative Suite | Publicly Listed Multimedia Software Giant AI Flagship (Wondershare, 300624.SZ) |
| Recorded origin | Product team focused on no-login web multi-modal AI creation and editing | Shenzhen, China / Vancouver, Canada |
| Domain history record | 2024–Present | Publicly operating online service |
| Background & reputation assessment | Part of the Vheer multi-tool AI creative suite (alongside Vheer Text-to-Image and sister site BgEraser). | Operated by Wondershare Technology (300624.SZ), a publicly listed multimedia software company with established global presence. |
| External reputation record | Not verified | Not verified |
| Engineering & privacy | ||
| Processing location | Uploaded for cloud processing | Uploaded for cloud processing |
| Third-party tracking record | Not verified | Not verified |
| Engineering & privacy assessment | HTTPS transmission with client-side dual-canvas brush compositing and no mandatory account binding. | Submits cloud async jobs via POST vapi.media.io/v1/ai/create/mai_fs and polls POST /v1/ai/result/batch (server_s = 26.08s); workspace explicitly states free users' creations are kept for 7 days, and the page loads Sensors Data, Google Analytics, and Facebook Pixel. |
| Retention statement | Explicit retention period unconfirmed; inspect policy record | Explicit retention period unconfirmed; inspect policy record |
| Evaluation basis | ||
| Pricing transparency | 32 / 35 Promises "100% Free Background Remover — No Sign-Up, No Watermark" on the landing screen (01_landing.png). Tested without login: uploads the 2048×2048 anchor image, performs automatic cutout, and exports an unwatermarked transparent PNG with zero paywalls (02_workspace.png, 03_download.png). | 20 / 35 Requires free Wondershare account sign-in (grants 5 signup credits plus 3 daily free credits claimable via the header gift icon). The generate button explicitly shows 'Generate 1' (1 credit per cutout) and exports an unwatermarked RGBA PNG within free credits, though guest trial without login is blocked. |
| Interaction restraint | 26.5 / 30 Includes built-in interactive "Remove / Keep" manual brush refinement and solid-color background preview on the same page without signup prompts. | 18 / 30 Requires login before accessing the workspace, displays a persistent 50%-off subscription banner and an AI ad promo card above the creation list, and opens an 'Edit Uploaded Image' confirm modal on large PNG uploads (which outputs 2000×2000, whereas JPEG uploads retain 2048×2048); however, clicking the download icon directly saves the transparent PNG without extra paywall popups. |
| Background & reputation | 18 / 20 Part of the Vheer multi-tool AI creative suite (alongside Vheer Text-to-Image and sister site BgEraser). | 18 / 20 Operated by Wondershare Technology (300624.SZ), a publicly listed multimedia software company with established global presence. |
| Engineering & privacy | 13 / 15 HTTPS transmission with client-side dual-canvas brush compositing and no mandatory account binding. | 11 / 15 Submits cloud async jobs via POST vapi.media.io/v1/ai/create/mai_fs and polls POST /v1/ai/result/batch (server_s = 26.08s); workspace explicitly states free users' creations are kept for 7 days, and the page loads Sensors Data, Google Analytics, and Facebook Pixel. |
| Task quality | 51.5 / 65 Achieves a very high 98.78% foreground recall and low 0.430% background leak rate, preserving the outer curly hair silhouette well (mad_band=0.1711, global SAD(k)=79.36) (51.5/65) | 37.6 / 65 On our 2048×2048 ground-truth matte (evaluated on the 2026-10-21 same-run 2000×2000 RGBA PNG export): boundary MAD_band = 0.1365 (19.1/35), global SAD_k = 50.021 (7.7/15), MSE = 0.006244, Grad_err = 0.03018, foreground recall = 99.72%, and background leak = 0.290% (10.8/15). Main portrait torso is preserved, but outer curly hair strands exhibit noticeable background residue and haloing (37.6/65). |
| Deliverable specifications | 13 / 20 Exports a true RGBA transparent PNG for free without watermarks and includes interactive Remove/Keep brush refinement, though the web interactive canvas pre-scales the 2048×2048 input to 531×531 (13.0/20) | 19 / 20 Clean unwatermarked RGBA PNG export (8/8); canonical 2048×2048 PNG upload exports at 2000×2000 (10,664,626 bytes, 95.37% pixel retention) after the upload crop confirmation dialog, while 2048×2048 JPEG input retains full 2048×2048 (11.0/12). |
| Processing speed | 10 / 15 Completes automatic matting and initializes the dual-layer editable canvas in ~9.0s (10.0/15) | 3 / 15 2026-10-21 same-run CDP network timing: 26.08s server wait from POST /v1/ai/create/mai_fs (r4) to terminal POST /v1/ai/result/batch (r29) in the free queue (26.08s end-to-end, async_verified) (3.0/15). |
