Methods › Computer Vision › Image Super-Resolution Models › PULSE

PULSE

5 papers tagged archive 2025-07-28

Introduced by Sachit Menon et al. in PULSE: Self-Supervised Photo Upsampling via Latent Space Exploration of Generative Models

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

PULSE is a self-supervised photo upsampling algorithm. Instead of starting with the LR image and slowly adding detail, PULSE traverses the high-resolution natural image manifold, searching for images that downscale to the original LR image. This is formalized through the downscaling loss, which guides exploration through the latent space of a generative model. By leveraging properties of high-dimensional Gaussians, the authors aim to restrict the search space to guarantee realistic outputs.

Paper Source

Papers archive 2025-07-28

5 shown of 5, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

Teach Multimodal LLMs to Comprehend Electrocardiographic Images
21 Oct 2024 · 0 repositories · arXiv:2410.19008
Detecting Toxic Flow
10 Dec 2023 · 0 repositories · arXiv:2312.05827
Multi-Head Cross-Attentional PPG and Motion Signal Fusion for Heart Rate Estimation
14 Oct 2022 · 0 repositories · arXiv:2210.11415
Intermediate Layer Optimization for Inverse Problems using Deep Generative Models
15 Feb 2021 · 2 repositories · arXiv:2102.07364

Syntology ran 0 of 1 samples · 1 unverified · 1 pointer-only (licence)
PULSE: Self-Supervised Photo Upsampling via Latent Space Exploration of Generative Models
8 Mar 2020 · 16 repositories · arXiv:2003.03808

Syntology ran 0 of 3 samples · 3 unverified

Tasks archive 2025-07-28

10 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

Task	Papers
Super-Resolution	2
Denoising	1
Diagnostic	1
Face Hallucination	1
Hallucination	1
Heart rate estimation	1
Image Comprehension	1
Image Super-Resolution	1
Photoplethysmography (PPG)	1
compressed sensing	1

Usage over time archive 2025-07-28

Papers per year the archive tags with this method, by the paper's archive date (5 dated). Bars are counts, not a trend claim.

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

Image Super-Resolution Models

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