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cs.CV2025

From Pixels to Paths: A Multi-Agent Framework for Editable Scientific Illustration

Jianwen Sun, Fanrui Zhang, Yukang Feng +6

Scientific illustrations demand both high information density and post-editability. However, current generative models have two major limitations: Frist, image generation models ou…

cs.CV2025

Sekai: A Video Dataset towards World Exploration

Zhen Li, Chuanhao Li, Xiaofeng Mao +17

Video generation techniques have made remarkable progress, promising to be the foundation of interactive world exploration. However, existing video generation datasets are not well…

cs.CV2025

A High-Quality Dataset and Reliable Evaluation for Interleaved Image-Text Generation

Yukang Feng, Jianwen Sun, Chuanhao Li +8

Recent advancements in Large Multimodal Models (LMMs) have significantly improved multimodal understanding and generation. However, these models still struggle to generate tightly…

cs.CV2025

MDK12-Bench: A Multi-Discipline Benchmark for Evaluating Reasoning in Multimodal Large Language Models

Pengfei Zhou, Fanrui Zhang, Xiaopeng Peng +17

Multimodal reasoning, which integrates language and visual cues into problem solving and decision making, is a fundamental aspect of human intelligence and a crucial step toward ar…

cs.CV2025

ARMOR: Empowering Multimodal Understanding Model with Interleaved Multimodal Generation Capability

Jianwen Sun, Yukang Feng, Chuanhao Li +7

Unified multimodal understanding and generation have recently received much attention in the area of vision and language. Existing UniMs are designed to simultaneously learn both m…