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persistent homology (4) topology preservation (2) topological feature (2) loss function (2) deep learning (2) topological data analysis (2) image segmentation (2) persistence diagram (1) persistence intensity function (1) kernel-based estimator (1)

Papers

AdaBet: Gradient-free Layer Selection for Efficient Training of Deep Neural Networks CVPR 2026 TopoDiffusionNet: A Topology-aware Diffusion Model ICLR 2025 Improved Topological Preservation in 3D Axon Segmentation and Centerline Detection Using Geometric Assessment-Driven Topological Smoothing (GATS) WACV 2024 On the estimation of persistence intensity functions and linear representations of persistence diagrams AISTATS 2024 Topological Expressivity of ReLU Neural Networks COLT 2024 Topologically Faithful Image Segmentation via Induced Matching of Persistence Barcodes ICML 2023 Topology of Deep Neural Networks JMLR 2020 Topology-Preserving Deep Image Segmentation NeurIPS 2019 Multi-scale Topological Features for Hand Posture Representation and Analysis ICCV 2013