Geo4D: Revolutionizing 4D Scene Reconstruction with Video Generation Technology

8 hours ago 高效码农

📄 Full Paper | 🎥 Demo Video | 🌐 Project Page Unlocking the Fourth Dimension: From 2D Videos to Dynamic 4D Worlds Imagine transforming your smartphone videos into interactive 4D environments that breathe with temporal dimension. The University of Oxford’s VGG team introduces Geo4D – an open-source marvel that acts as a “spatiotemporal X-ray vision” for computers. This breakthrough technology not only reconstructs 3D geometries from dynamic footage but also captures how scenes evolve over time. That casual snowboarding video you shot? It could become a fully rotatable virtual slope in minutes! 🛠️ Getting Started: Your 4D Reconstruction Toolkit in …

Subtitle Translator: Open Source Solution for Multilingual Media Localization

1 days ago 高效码农

Subtitle Translator Interface Demo The Challenge: Localizing subtitles for global audiences often involves slow processing, format incompatibility, and limited language support. Proprietary tools with expensive subscriptions further complicate accessibility. This open-source solution disrupts traditional workflows. In benchmark tests, it translated 20 episodes of TV subtitles (30,000 words) in 3 minutes 15 seconds—12x faster than conventional tools. Redefining Subtitle Translation: 6 Core Capabilities 1. Industrial-Scale Batch Processing Batch Support: Concurrent translation for 200+ files (.srt/.ass/.vtt) Smart Caching: Reduces API calls by 37% (tested on 100k-word datasets) Encoding Adaptability: Auto-detects 12 encodings (UTF-8, GBK, etc.) 2. Three-Tier Translation Quality | Tier | …

Maṉa: AI-Driven Mental Health Analysis Platform via Social Media

5 days ago 高效码农

Introduction: Where Artificial Intelligence Meets Mental Wellness In the digital age, social media has become a vital channel for emotional expression. Maṉa innovatively combines natural language processing with mental health assessment, creating an intelligent support system through analysis of users’ social media interactions. This article comprehensively explores the platform’s design philosophy and technical implementation, from core algorithms to practical applications. Core Functional Architecture Dual-Mode Interaction System The platform features a unique two-channel design balancing immediate support and in-depth evaluation: MaṉaChat: Daily Mental Health Assistant Powered by the meta-llama/Llama-3.2-3B-Instruct model, this 24/7 conversational interface provides clinically validated strategies for queries like …