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Show HN: WithoutBG Focus – Background removal with sharp edge detection

https://github.com/withoutbg/withoutbg
1•kocabiyik•1h ago
I've been working on background removal models for a while (previously released Snap). Focus is a major improvement, especially for hair, fur, and complex edges.

It's fully open source (Apache 2.0) and runs locally. I also run a paid API to sustain development, but the open source model is complete and functional on its own.

Deliberately unfiltered results (you'll see where it fails): https://withoutbg.com/resources/background-removal-results/m...

Quick start:

  pip install withoutbg
Or run the Docker web UI:

  docker run -p 80:80 withoutbg/app:latest
The model used mean gradient error in training, heavily penalizing missed edges. This produces sharper results but occasionally causes false positives in foreground-background classification. Would appreciate technical feedback on this tradeoff.

GitHub: https://github.com/withoutbg/withoutbg Docs: https://withoutbg.com/documentation/integrations/python-sdk

There Be Whales Here

https://ironicsans.ghost.io/there-be-whales-here/
1•Amorymeltzer•28s ago•0 comments

Aptible and Opti9: secure, reliable, compliant cloud infrastructure

https://www.aptible.com/blog/announcing-aptible-opti9
1•vandot•50s ago•0 comments

Show HN: Guts – convert Golang types to TypeScript

https://github.com/coder/guts
1•emyrk•58s ago•0 comments

Whatever Happened to UBI?

https://maxread.substack.com/p/whatever-happened-to-ubi
2•Amorymeltzer•1m ago•0 comments

Show HN: DSPy on a Pi: Cheap Prompt Optimization with GEPA and Qwen3

https://leebutterman.com/2025/11/01/prompt-optimization-on-a-raspberry-pi.html
1•lsb•2m ago•0 comments

Gemini 3 Pro Preview on OpenRouter

https://openrouter.ai/google/gemini-3-pro-preview
1•Topfi•3m ago•0 comments

Free PDF "Cheat Sheets" Released to Help Developers Navigate the PDF Spec

https://pdfa.org/new-and-updated-pdf-cheat-sheets/
2•whizzx•4m ago•0 comments

JIT Compiling AI Agents to Code

https://github.com/stanford-mast/a1
1•calebhwin•4m ago•0 comments

How Do Americans View Childhood Vaccines, Vaccine Research and Policy?

https://www.pewresearch.org/science/2025/11/18/how-do-americans-view-childhood-vaccines-vaccine-r...
2•hn_acker•4m ago•0 comments

What Is Success?

https://www.mdubakov.me/what-is-success/
1•tablet•8m ago•0 comments

Google CEO: If an AI bubble pops, no one is getting out clean

https://arstechnica.com/ai/2025/11/googles-sundar-pichai-warns-of-irrationality-in-trillion-dolla...
3•doctorshady•9m ago•0 comments

Generative UI: LLMs Are Effective UI Generators

https://generativeui.github.io/
2•easton•9m ago•0 comments

Show HN: Dataset Factory – Generate RAG evaluation datasets from a text prompt

https://alexjacobs08.github.io/datasetFactory/
1•tacoooooooo•10m ago•0 comments

What Is Work?

https://substack.com/inbox/post/179266883
1•gilfoyle_7•11m ago•0 comments

Active short video use linked to altered attention and brain connectivity

https://www.psypost.org/active-short-video-use-linked-to-altered-attention-and-brain-connectivity/
2•01-_-•13m ago•0 comments

Nestle accused of risking babies' health in Africa

https://www.aljazeera.com/news/2025/11/18/nestle-accused-of-risking-baby-heath-in-africa-asia-and...
1•Qem•13m ago•0 comments

To Be a Leader of Systems

https://hazelweakly.me/blog/to-be-a-leader-of-systems/
1•gpi•13m ago•0 comments

Mapping the future with 3D‑printed titanium Apple Watch cases

https://www.apple.com/newsroom/2025/11/mapping-the-future-with-3d-printed-titanium-apple-watch-ca...
1•throwfaraway4•14m ago•0 comments

Build a full data set using a single web query

https://parallel.ai/blog/introducing-findall-api
6•lukaslevert•15m ago•0 comments

John Henry and the Broken Dishwasher

https://substack.com/inbox/post/179265755
1•mathattack•16m ago•0 comments

Why one of the nation's most prosperous industries is shedding jobs

https://www.washingtonpost.com/business/2025/11/18/big-tech-layoffs-ai/
2•jackallis•16m ago•0 comments

A City Is Broke. Can a Billionaires' Urbanist Dream Offer It a Last Chance?

https://www.nytimes.com/2025/11/18/business/economy/suisun-city-makes-an-offer-to-california-fore...
2•mitchbob•16m ago•1 comments

Feeling Flush with Success – Making Museum Bathrooms into Exhibition Spaces

https://blog.orselli.net/2025/07/feeling-flush-with-success-making.html
1•ripe•16m ago•0 comments

The Connectivity Standards Alliance Announces Zigbee 4.0 and Suzi

https://csa-iot.org/newsroom/the-connectivity-standards-alliance-announces-zigbee-4-0-and-suzi-em...
1•paulatreides•21m ago•0 comments

MPEG: Setting the Standards for a Digital Future

https://computeradsfromthepast.substack.com/p/mpeg-setting-the-standards-for-a
1•rbanffy•22m ago•0 comments

Mac Mini M4 Storage Upgrade: My Take on the Acasis M001 vs. WD SN7100 NVMe

https://wasi0013.com/2025/11/18/mac-mini-m4-storage-upgrade-my-honest-take-on-the-acasis-m001-and...
1•furkansahin•22m ago•0 comments

Optimizing RhBMP-2 Therapy for Bone Regeneration

https://www.mdpi.com/1422-0067/26/21/10723
1•PaulHoule•22m ago•0 comments

Color Palette Pro

https://colorpalette.pro/
1•cal85•24m ago•1 comments

Old 'Ghost' Theory of Quantum Gravity Makes a Comeback

https://www.quantamagazine.org/old-ghost-theory-of-quantum-gravity-makes-a-comeback-20251117/
1•pseudolus•25m ago•0 comments

Google is collecting troves of data from downgraded Nest thermostats

https://www.theverge.com/news/820600/google-nest-learning-thermostat-downgraded-data-collection
4•sdoering•26m ago•0 comments