Vienna University Proposes MultiADS: A Zero-Shot Multi-Type Defect Recognition Method to Enhance Performance in Industrial Multi-Type Anomaly Detection and Segmentation Tasks!

Click the card to follow us Paper Title: MultiADS: Defect-aware Supervision for Multi-type Anomaly Detection and Segmentation in Zero-Shot Learning Paper Link:https://arxiv.org/abs/2504.06740 AI Insight Introduction The paper focuses on anomaly detection and segmentation in industrial applications, aiming to address the issue of existing methods being unable to recognize multiple types of defects. By proposing the … Read more

AI Insights: ByteDance Releases Multi-SWE-bench; Alibaba Cloud Launches MCP Service; Kimi Open Sources 16B Lightweight Visual Language Model

01 ByteDance Releases Multi-SWE-bench First Multi-Language Code Auto-Fix Benchmark The ByteDance Doubao large model team has launched the first multi-language software engineering dataset, Multi-SWE-bench, covering eight mainstream programming languages including Python and Java, with 1,632 real GitHub issue instances. This dataset provides a systematic evaluation of large model code repair capabilities through unified testing standards … Read more

Update: MultiTTS Desktop Reading Plugin v1.2, Powerful Browser TTS Text-to-Speech Extension

The MultiTTS desktop reading plugin has been updated primarily to fix bugs, and it is recommended to use the latest version. Installation is quite simple: remove the old version and reinstall it using the method previously introduced (remember to change the IP address after installation). Update Log 1. Added a paragraph word count option in … Read more

Analysis of Lesion Characteristics in the DANAMI-3-PRIMULTI Substudy

Research Background and Objectives The DANAMI-3-PRIMULTI trial has confirmed that in patients with ST-segment elevation myocardial infarction (STEMI) and multivessel disease (MVD), fractional flow reserve (FFR)-guided complete revascularization (FFR-CRV) can significantly reduce the need for subsequent ischemia-driven revascularization (ID-RV), but it has no significant impact on mortality or reinfarction. The core questions of this substudy: … Read more

Source Code Analysis of Multi-Agent System under React Architecture

1. BackgroundThis document analyzes the demo of the multi-agent data analysis assistant based on the Planning + React architecture provided in the mdp-ai-example project. Through this code, one can gain a good understanding of the implementation ideas of the Planning + React architecture and apply these ideas to the construction of actual business agent systems. … Read more

Good News for Programmers! The Open Source Multi-SWE-bench by Doubao Team Tackles Code Bugs and Assesses Model Performance!

Programmers, are you fighting bugs every day? Good news is here! Recently, the Doubao Team from ByteDance has made a significant move by open-sourcing a tool called Multi-SWE-bench. This is not just an ordinary tool; it is specifically designed to test the “automatic bug-fixing” capabilities of large models, and it supports multiple programming languages! Now … Read more

Analysis of Bleeding Events in the DANAMI-3-PRIMULTI Substudy

Research Background and Objectives In patients with ST-segment elevation myocardial infarction (STEMI) and multivessel disease (MVD), the strategy of complete revascularization (CRV) can reduce ischemic events, but its impact on bleeding risk remains unclear. Core Questions: – Does staged complete revascularization (FFR-guided) during hospitalization increase the risk of severe bleeding? – What is the impact … Read more

Palantir Reshapes Human-Machine Collaboration: Multi-Agents No Longer Just a Demo

ToB investment, welcome to communicate via WeChatPalantir’s latest insights on the Agentic AI market: Traditional software continues to expose its shortcomings The market is flooded with lightweight tools that merely wrap existing processes, providing insights that cannot be translated into enterprise actions Enterprises are forced to adapt their business to the limitations of software AI … Read more

Multi-Modal Datasets for Computational Pathology (CPath)

In the field of Computational Pathology (CPath), the application of multi-modal datasets is becoming increasingly important. Today, we have compiled a super comprehensive summary of multi-modal CPath datasets. Whether you are engaged in pathology AI research, model training, or just want to learn about the latest data resources, you can find what you need here! … Read more

Exploring Multimodality in Spring AI

Introduction This article primarily explores the multimodality of Spring AI. Examples chatModel Example var imageResource = new ClassPathResource("/multimodal.test.png"); var userMessage = new UserMessage( "Explain what do you see in this picture?", // content new Media(MimeTypeUtils.IMAGE_PNG, this.imageResource)); // media ChatResponse response = chatModel.call(new Prompt(this.userMessage)); chatClient Example String response = ChatClient.create(chatModel).prompt() .user(u -> u.text("Explain what do you … Read more