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cs.CV2025

EmbryoDiff: A Conditional Diffusion Framework with Multi-Focal Feature Fusion for Fine-Grained Embryo Developmental Stage Recognition

Yong Sun, Zhengjie Zhang, Junyu Shi +3

Identification of fine-grained embryo developmental stages during In Vitro Fertilization (IVF) is crucial for assessing embryo viability. Although recent deep learning methods have…

cs.CV2025

MoGIC: Boosting Motion Generation via Intention Understanding and Visual Context

Junyu Shi, Yong Sun, Zhiyuan Zhang +4

Existing text-driven motion generation methods often treat synthesis as a bidirectional mapping between language and motion, but remain limited in capturing the causal logic of act…

cs.CV2025

Time-Lapse Video-Based Embryo Grading via Complementary Spatial-Temporal Pattern Mining

Yong Sun, Yipeng Wang, Junyu Shi +5

Artificial intelligence has recently shown promise in automated embryo selection for In-Vitro Fertilization (IVF). However, current approaches either address partial embryo evaluat…

cs.CV2025

GenM: Generative Pretrained Multi-path Motion Model for Text Conditional Human Motion Generation

Junyu Shi, Lijiang Liu, Yong Sun +3

Scaling up motion datasets is crucial to enhance motion generation capabilities. However, training on large-scale multi-source datasets introduces data heterogeneity challenges due…

cs.CV2025

3D Dynamics-Aware Manipulation: Endowing Manipulation Policies with 3D Foresight

Yuxin He, Ruihao Zhang, Xianzu Wu +3

The incorporation of world modeling into manipulation policy learning has pushed the boundary of manipulation performance. However, existing efforts simply model the 2D visual dyna…

cs.CV2024

MoReFun: Past-Movement Guided Motion Representation Learning for Future Motion Prediction and Understanding

Junyu Shi, Haoting Wu, Zhiyuan Zhang +3

3D human motion prediction aims to generate coherent future motions from observed sequences, yet existing end-to-end regression frameworks often fail to capture complex dynamics an…

cs.CV2024

Motion Avatar: Generate Human and Animal Avatars with Arbitrary Motion

Zeyu Zhang, Yiran Wang, Biao Wu +7

In recent years, there has been significant interest in creating 3D avatars and motions, driven by their diverse applications in areas like film-making, video games, AR/VR, and hum…