How a 4B-Parameter Open-Source Model Outperforms 14B Multimodal Giants

InternVL-U, a 4‑billion‑parameter unified multimodal model released as open source, combines a 2B MLLM backbone with a 1.7B visual generation head and, through a reasoning‑centric data pipeline and Chain‑of‑Thought guidance, achieves superior understanding, generation, and editing performance that surpasses much larger 14‑20B models on multiple benchmarks.

AI researchImage GenerationInternVL-U

0 likes · 22 min read

How a 4B-Parameter Open-Source Model Outperforms 14B Multimodal Giants

DataFunSummit

Apr 1, 2023 · Artificial Intelligence

Overview of Understanding and Editing Vision Models in the ModelScope Community

This article introduces ModelScope's community‑released visual models, detailing the categorization of understanding versus editing models, the two‑stage coarse‑to‑fine segmentation pipeline for matting, and four editing applications—style transfer, portrait beautification, skin enhancement, and anime‑style conversion—while also previewing upcoming sky‑replacement and video‑matting models.

ModelScopeStyle Transferai

0 likes · 9 min read

Overview of Understanding and Editing Vision Models in the ModelScope Community

ByteFE

Jan 17, 2022 · Frontend Development

Design and Implementation of CSS Visual Editing in the AUX Tool

This article explains how the internally developed AUX visual development tool extracts original CSS source metadata from the browser using native APIs, stylesheet inspection, and the Chrome DevTools Protocol, and how it processes that data to provide accurate, editable CSS code within a low‑invasion, code‑centric workflow.

AUXCSSChrome DevTools Protocol

0 likes · 14 min read

Design and Implementation of CSS Visual Editing in the AUX Tool

ELab Team

Mar 7, 2021 · Fundamentals

How to Build a Visual Formula Editor: From LaTeX to Interactive Editing

This article explains the challenges of creating a visual formula editor, compares common formula languages, details rendering techniques with LaTeX and MathJax, and proposes efficient interactive editing architectures and optimization strategies for both code‑based and visual editing workflows.

LaTeXMathJaxRendering

0 likes · 16 min read

How to Build a Visual Formula Editor: From LaTeX to Interactive Editing