On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,695 papers · 148 categories

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3 results for “image-driven”

Visual Time Series Forecasting: An Image-driven Approachcs.CV

An image-driven approach for time series forecasting.

problem Time-series forecasting as a computer vision task.

method Capture input data as an image and train a model to produce the subsequent image.

result Our method outperforms various baselines, including ARIMA, using image-based evaluation metrics.

time series forecasting computer vision image-driven forecasting distributions ARIMA

2021-07-02abs ↗pdf ↗

Toward a Thinking Microscope: Deep Learning in Optical Microscopy and Image Reconstructioncs.LG

We discuss recently emerging applications of the state-of-art deep learning methods on optical microscopy and microscopic image reconstruction, which enable new transformations among different modes and modalities of microscopic imaging, driven entirely by image data. We believe that deep learning will fundamentally ch…

2018-05-23abs ↗pdf ↗

LION: Latent Point Diffusion Models for 3D Shape Generationcs.CV

LION generates high-quality 3D shapes using hierarchical latent diffusion models.

problem Creating high-quality 3D shapes for digital artists.

method Hierarchical Latent Point Diffusion Model (LION) with a global shape latent and point-structured latent space.

result LION achieves state-of-the-art generation performance on ShapeNet benchmarks.

3D shape generation diffusion models latent space digital artists variational autoencoder

2022-10-12abs ↗pdf ↗