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20232026
most citedRethinking Evaluation Metrics of Open-Vocabulary Segmentaion

4 citations · 7 across the 9 of their papers we have counts for

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cs.CV2026

AudioLift: Audio-Driven Single Image to Full-Head Gaussian Avatar via Multi-view Video Generation

Zhuoyuan Jiang, Weijie Lyu, Xiaoyuan Wang +2

Existing 3D talking avatar methods mainly rely on parametric face models including 3DMM or FLAME, whose compact motion representations limit their ability to synthesize extreme exp…

cs.CV2026

COMPASS: Contextual Moment Prior Alignment for Generalizable AIGI Detection

Zhan Yang, Tiancheng Shen, Weijie Lyu +4

Generalizable AI-generated image (AIGI) and deepfake detection remain challenging due to the asymmetry phenomenon, where adaptation to limited training distributions can degrade th…

cs.CV2026

QK-Edit: Revisiting Attention-based Injection in MM-DiT for Image and Video Editing

Tiancheng Shen, Zilong Huang, Xiangtai Li +6

Multimodal Diffusion Transformers (MM-DiTs) have recently emerged as a powerful framework for unified text-vision synthesis, surpassing traditional U-Net architectures in generativ…

cs.CV2026

Getting Space Right: Agentic Rewards for Image Generation

Xiaofeng Tan, Jiaxin Lin, Haobo Yuan +5

Reinforcement learning (RL) is promising for spatial text-to-image generation, but existing work largely focuses on policy optimization, assuming accurate rewards and effective onl…

cs.CV2026

LeRF: Learning Reference Coordinate Frames for Perspective Taking Reasoning

Bang Xiao, Wenqi Jia, Ozgur Kara +5

Perspective taking is a fundamental component of spatial intelligence, requiring models interpret spatial relations from a specified viewpoint, such as that of another entity or an…

cs.CV2026

Dual-Grained Agent Memory and Shapley Context Attribution for Multimodal Agentic Learner

Jieke Wang, Tiancheng Shen, Yibo Yang +1

Frontier multimodal large language models (MLLMs) deliver impressive perception yet still falter on scientific and mathematical reasoning. Parameter-level adaptation is unavailable…

cs.CV2024

Empowering Visual Creativity: A Vision-Language Assistant to Image Editing Recommendations

Tiancheng Shen, Jun Hao Liew, Long Mai +3

Advances in text-based image generation and editing have revolutionized content creation, enabling users to create impressive content from imaginative text prompts. However, existi…

cs.CV2024★ 3 cited

High-Quality Entity Segmentation and Grounding

Lu Qi, Yi-Wen Chen, Tao Zhang +4

In this work, we propose ESG, a pipeline for high-quality entity segmentation and grounding supported by a new dataset EntitySeg. At first, the proposed dataset naming EntitySeg co…

cs.CV2023★ 4 cited

Rethinking Evaluation Metrics of Open-Vocabulary Segmentaion

Hao Zhou, Tiancheng Shen, Xu Yang +4

In this paper, we highlight a problem of evaluation metrics adopted in the open-vocabulary segmentation. That is, the evaluation process still heavily relies on closed-set metrics…