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cs.CV2026
Beyond Instance-Level Self-Supervision in 3D Multi-Modal Medical Imaging
Tan Pan, Shuhao Mei, Yixuan Sun +8
Self-supervised pre-training methods in medical imaging typically treat each individual as an isolated instance, learning representations through augmentation-based objectives or m…
cs.CV2024
Knowledge-enhanced Multi-perspective Video Representation Learning for Scene Recognition
Xuzheng Yu, Chen Jiang, Wei Zhang +6
With the explosive growth of video data in real-world applications, a comprehensive representation of videos becomes increasingly important. In this paper, we address the problem o…