most citedCreBench: Human-Aligned Creativity Evaluation from Idea to Process to Product

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cs.CV2026

Artifact-Bench: Evaluating MLLMs on Detecting and Assessing the Artifacts of AI-Generated Videos

Yuqi Tang, Yang Shi, Zhuoran Zhang +21

Recent video generative models have greatly improved the realism of AI-generated videos, yet their outputs still exhibit artifacts such as temporal inconsistencies, structural dist…

cs.CV2026

Controlling Decision Drift in Multimodal Sentiment Analysis with Missing Modalities

Chenglizhao Chen, Yuchen Cao, Xinyu Liu +3

Multimodal sentiment analysis relies on textual, acoustic, and visual signals, yet real-world data often suffer from modality missing and quality imbalance. Existing methods genera…

cs.CV2026

GLM-5V-Turbo: Toward a Native Foundation Model for Multimodal Agents

V Team, Wenyi Hong, Xiaotao Gu +94

We present GLM-5V-Turbo, a step toward native foundation models for multimodal agents. As foundation models are increasingly deployed in real environments, agentic capability depen…

cs.CV2026

Understanding Real-World Traffic Safety through RoadSafe365 Benchmark

Xinyu Liu, Darryl C. Jacob, Yuxin Liu +4

Although recent traffic benchmarks have advanced multimodal data analysis, they generally lack systematic evaluation aligned with official safety standards. To fill this gap, we in…

cs.CV2025

Language-Driven Object-Oriented Two-Stage Method for Scene Graph Anticipation

Xiaomeng Zhu, Changwei Wang, Haozhe Wang +2

A scene graph is a structured representation of objects and their spatio-temporal relationships in dynamic scenes. Scene Graph Anticipation (SGA) involves predicting future scene g…

cs.CV2025

ExAct: A Video-Language Benchmark for Expert Action Analysis

Han Yi, Yulu Pan, Feihong He +4

We present ExAct, a new video-language benchmark for expert-level understanding of skilled physical human activities. Our new benchmark contains 3521 expert-curated video question-…