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From the 1 of 12 linked papers with an AI index.

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20242026
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cs.CV2026

Video-MME-Logical: A Controlled Diagnostic Benchmark for Video Temporal-Logical Reasoning

Hohin Kwan, Hongyu Li, Ray Zhang +5

Recent interest in multimodal large language models (MLLMs) raises a central question: can they reason over dynamic visual evidence rather than merely recognize objects or events i…

cs.CV2026

Factuality Matters: When Image Generation and Editing Meet Structured Visuals

Le Zhuo, Songhao Han, Yuandong Pu +8

While modern visual generation models excel at creating aesthetically pleasing natural images, they struggle with producing or editing structured visuals like charts, diagrams, and…

cs.CV2026

PICABench: How Far Are We from Physically Realistic Image Editing?

Yuandong Pu, Le Zhuo, Songhao Han +10

Image editing has achieved remarkable progress recently. Modern editing models could already follow complex instructions to manipulate the original content. However, beyond complet…

cs.CV2024

VideoEspresso: A Large-Scale Chain-of-Thought Dataset for Fine-Grained Video Reasoning via Core Frame Selection

Songhao Han, Wei Huang, Hairong Shi +7

The advancement of Large Vision Language Models (LVLMs) has significantly improved multimodal understanding, yet challenges remain in video reasoning tasks due to the scarcity of h…

cs.CV2024

Towards Realistic UAV Vision-Language Navigation: Platform, Benchmark, and Methodology

Xiangyu Wang, Donglin Yang, Ziqin Wang +6

Developing agents capable of navigating to a target location based on language instructions and visual information, known as vision-language navigation (VLN), has attracted widespr…