Directional Total Variation-Regularized Implicit Neural Representations (DTV-INR) for Continuous Super-Resolution in Degraded Imaging Domains

arXiv:2609.25429 · cs.CV · Submitted 2026-09-21 · Read on arXiv

cs.CV

Submitted: 2026-09-21

Updated: 2026-09-21

Terminology

• Total Variation — 21× in this paper
• Fidelity — 13× in this paper · explained in 2 episodes
• Regularization — 11× in this paper · explained in 3 episodes
• Benchmark — 8× in this paper · explained in 2 episodes
• Generalization — 7× in this paper · explained in 13 episodes
• Directional Total Variation-Regularized Implicit Neural Representation — 6× in this paper
• Inverse Problem — 6× in this paper · explained in 2 episodes
• Robustness — 6× in this paper · explained in 5 episodes
• Ablation — 5× in this paper · explained in 1 episode
• Steering — 4× in this paper · explained in 2 episodes
• Ablation study — 3× in this paper · explained in 1 episode
• Industrial Non-Destructive Testing — 3× in this paper
• Activation Function — 2× in this paper · explained in 1 episode
• Anisotropy — 2× in this paper · explained in 3 episodes
• Benchmarking — 2× in this paper · explained in 4 episodes
• Core — 2× in this paper · explained in 2 episodes
• Hypernetwork — 2× in this paper · explained in 3 episodes
• Interpretability — 2× in this paper · explained in 15 episodes
• Local Implicit Image Function — 2× in this paper
• Ablation Studies — 1× in this paper · explained in 1 episode
• Accuracy — 1× in this paper · explained in 1 episode
• Adaptivity — 1× in this paper · explained in 1 episode
• Clinical Magnetic Resonance Imaging — 1× in this paper
• Downstream Tasks — 1× in this paper · explained in 2 episodes
• European Conference on Computer Vision — 1× in this paper
• Generative Model — 1× in this paper · explained in 2 episodes
• Generative Models — 1× in this paper · explained in 3 episodes
• Hilbert Space — 1× in this paper · explained in 2 episodes
• Langevin Dynamics — 1× in this paper · explained in 2 episodes
• Latent Representation — 1× in this paper · explained in 2 episodes
• Latent Representations — 1× in this paper · explained in 3 episodes
• Learned Perceptual Image Patch Similarity — 1× in this paper
• Meta-learning — 1× in this paper · explained in 2 episodes
• Open Access Series of Imaging Studies — 1× in this paper
• Structural Integrity — 1× in this paper · explained in 3 episodes
• Structural Similarity Index Measure — 1× in this paper
• Uncertainty Quantification — 1× in this paper · explained in 8 episodes

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