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Author

Donghun Ryu

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Preprint Sep 2026

LinearMask-GS: Stable-Mask Importance Pruning for Compact 3D Gaussian Splatting

3D Gaussian Splatting (3DGS) enables real-time novel view synthesis but produces millions of primitives through adaptive densification, leading to significant storage overhead. Learned-mask pruning methods such as LP-3DGS address this by assigning each Gaussian a learnable mask to identify and prune redundant primitive...

Donghun Ryu, Minhyeok Lee · 0 citations
Conference Jul 2026

The Layer Transferability Profile: Mapping Feature Hierarchies in Pretrained Vision Models

Transfer learning with ImageNet-pretrained backbones is ubiquitous in computer vision, yet the question of which intermediate layer best serves a downstream task is typically resolved by convention rather than controlled measurement. Despite the prevalence of this practice, no systematic comparison of layer-wise frozen...

Sanghyuk Roy Choi, Chanhoe Gu, S. Kim et al. · 0 citations

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