MLINFO COLLECTION

外観検査・欠陥検出

製品画像、顕微鏡画像、表面欠陥を対象に、分類・検出・セグメンテーションを選ぶための導線です。

関連する論文・実装

26 / 50
arxiv

EditAgent: Rethinking Agentic Image Editing

Agentic image editors decompose complex requests into steps, but when a step fails, they mostly retry with the same narrow set of tools and a judge that scores each output by eye directly. We argue…

computer-vision
arxiv

Retaining Repair Hypotheses for Cost-Aware Execution

Several corrections of an executable model can fit the same observations while predicting different execution outcomes. We study a repair-to-execution interface that retains compatible finite guard…

computer-vision
arxiv

Unlimited OCR Works 2

Unlimited OCR ushers the era of long-horizon parsing, substantially mitigating the growth of working memory as document lengthens. However, as document length scales to hundreds of pages, the visual…

nlp
arxiv

Doubly Robust Deep Kernel Tests for Structured Outcomes

We propose a test of whether two interventions induce the same outcome distribution when outcomes are structured and high-dimensional, such as images, text and graphs. We represent the interventional…

nlp
arxiv

Vision-Language-Action or World-Action? Just Action Models

The vision-language-action (VLA) and world-action model (WAM) communities debate whether control policies should inherit pretrained knowledge from vision-language models or from visual generators.…

computer-vision
arxiv

Macro Mondrian Conformal Risk Control

Conformal Risk Control (CRC) extends conformal prediction beyond the coverage setting to the control of general monotone loss functions, in a distribution-free and modelagnostic fashion. This makes…

deep-learning
arxiv実装リンクあり

Program-Verified Self-Evolution for Vision-Language Models

Self-evolving vision-language models train on questions they generate from unlabeled images. Since these questions have no gold answers, prior methods label them by majority vote over sampled answers…

computer-vision