IEEE

U-Shape Transformer for Underwater Image Enhancement

Abstract: The light absorption and scattering of underwater impurities lead to poor underwater imaging quality. The existing data-driven based underwater image enhancement (UIE) techniques suffer from ...
GitHub

Crossformer: Transformer Utilizing Cross-Dimension Dependency for Multivariate Time Series Forecasting (ICLR 2023)

Figure 3. HED. The encoder (left) uses TSA layer and segment merging to capture dependency at different scales; the decoder (right) makes the final prediction by forecasting at each scale and adding ...
IGN

Transformers x NFL Helmets Series Brings the Robots in Disguise to the Football Stadium

We've seen all manner of unusual pop culture crossovers involving the Transformers franchise over the years, including Transformers x Ghostbusters and Transformers x Top Gun. But Hasbro's latest ...
IEEE

Asymmetric Cross-Attention Hierarchical Network Based on CNN and Transformer for Bitemporal Remote Sensing Images Change Detection

As an important task in the field of remote sensing (RS) image processing, RS image change detection (CD) has made significant advances through the use of convolutional neural networks (CNNs). The ...
GitHub

LocalAI is the open-source AI engine. Run any model - LLMs, vision, voice, image, video - on any hardware. No GPU required.

Created and maintained by Ettore Di Giacinto. Automatic Backend Detection: LocalAI automatically detects your GPU capabilities and downloads the appropriate backend. For advanced options, see GPU ...
marktechpost

An Implementation Guide to Running NVIDIA Transformer Engine with Mixed Precision, FP8 Checks, Benchmarking, and Fallback Execution

In this tutorial, we implement an advanced, practical implementation of the NVIDIA Transformer Engine in Python, focusing on how mixed-precision acceleration can be explored in a realistic deep ...