Think-in-Video Reasoning and Building a Local-First Video Indexer | Multimodal Weekly 104 скачать в хорошем качестве

Think-in-Video Reasoning and Building a Local-First Video Indexer | Multimodal Weekly 104

In the 104th session of Multimodal Weekly, we feature a paper on evaluating the reasoning capabilities of video generative models and an open-source local-first video indexer. ​✅ Harold Chen will present TiViBench, a hierarchical manner benchmark specifically designed to evaluate the reasoning capabilities of image-to-video (I2V) generation models. TiViBench: https://haroldchen19.github.io/TiViBe... Github: https://github.com/EnVision-Research/... Paper: https://arxiv.org/abs/2511.13704 ​✅ Ilias Haddad will present Edit Mind - a web application that indexes videos with AI (object detection, face recognition, emotion analysis), enables semantic search through natural language queries, and export scenes. Connect with Ilias: https://iliashaddad.com/ Check out Edit Mind: https://github.com/iliashad/edit-mind Timestamps: 00:07 Introduction 04:23 Harold starts 06:00 The 4 dimensions of TiViBench 08:33 Data and Prompt Suite (Why Narrative Prompts) 09:29 Metrics - How to score "reasoning correctness"? 10:47 Results overview across 24 tasks 11:30 Key numbers 12:27 Failure Analysis - where and why models break 13:20 VideoTPO - Prompt Preference Optimization at Test Time 15:05 Wrap-Up 16:10 Q&A with Harold 21:20 Ilias starts 21:54 Story - Why built Edit Mind 24:21 Process - How Edit Mind Works behind the scene and the tech stack powering it 30:48 Demo - Showcase of Edit Mind and what you can do with it 38:35 Q&A with Ilias Join the Multimodal Minds community to receive an invite for future webinars:   / discord