Results 291 to 300 of about 1,645,972 (339)

Perception Encoder: The best visual embeddings are not at the output of the network

arXiv.org
We introduce Perception Encoder (PE), a state-of-the-art vision encoder for image and video understanding trained via simple vision-language learning.
Daniel Bolya, Po-Yao Huang, Peize Sun, J. Cho, Andrea Madotto, Chen Wei, Tengyu Ma, Jiale Zhi, Jathushan Rajasegaran, H. Rasheed, Junke Wang, M. Monteiro, Hu Xu, Shiyu Dong, Nikhila Ravi, Shang-Wen Li, Piotr Doll'ar, Christoph Feichtenhofer   +17 more
semanticscholar   +1 more source

A Quantising Encoder

IEEE Transactions on Electronic Computers, 1964
A device is described that converts voltages to digital form by means of a strategy basically faster than that used in the conventional trial encoder. A voltage corresponding to the contents of a 2n-bit register is obtained from the output of the digital-voltage decoder.
J. R. Cox Jr., D. H. Glaeser
openaire   +1 more source

Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference

arXiv.org
Encoder-only transformer models such as BERT offer a great performance-size tradeoff for retrieval and classification tasks with respect to larger decoder-only models.
Benjamin Warner, Antoine Chaffin, Benjamin Clavié, Orion Weller, Oskar Hallström, Said Taghadouini, Alexis Gallagher, Raja Biswas, Faisal Ladhak, Tom Aarsen, Nathan Cooper, Griffin Adams, Jeremy Howard, Iacopo Poli   +13 more
semanticscholar   +1 more source

Deciphering ENCODE

Trends in Genetics, 2016
The ENCODE project represents a major leap from merely describing and comparing genomic sequences to surveying them for direct indicators of function. The astounding quantity of data produced by the ENCODE consortium can serve as a map to locate specific landmarks, guide hypothesis generation, and lead us to principles and mechanisms underlying genome ...
Adam G, Diehl, Alan P, Boyle
openaire   +2 more sources

SAM2-UNet: segment anything 2 makes strong encoder for natural and medical image segmentation

Visual Intelligence
Image segmentation plays an important role in vision understanding. Recently, the emerging vision foundation models continuously achieved superior performance on various tasks.
Xinyu Xiong, Zihuang Wu, Shuangyi Tan, Wenxue Li, Feilong Tang, Ying Chen, Siying Li, Jie Ma, Guanbin Li   +8 more
semanticscholar   +1 more source

Multivariate time series forecasting via attention-based encoder-decoder framework

Neurocomputing, 2020
Time series forecasting is an important technique to study the behavior of temporal data and forecast future values, which is widely applied in many fields, e.g. air quality forecasting, power load forecasting, medical monitoring, and intrusion detection.
Shengdong Du, Tianrui Li, Yan Yang, S. Horng   +3 more
semanticscholar   +1 more source

Unveiling Encoder-Free Vision-Language Models

Neural Information Processing Systems
Existing vision-language models (VLMs) mostly rely on vision encoders to extract visual features followed by large language models (LLMs) for visual-language tasks.
Haiwen Diao, Yufeng Cui, Xiaotong Li, Yueze Wang, Huchuan Lu, Xinlong Wang   +5 more
semanticscholar   +1 more source

D-LinkNet: LinkNet with Pretrained Encoder and Dilated Convolution for High Resolution Satellite Imagery Road Extraction

2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2018
Road extraction is a fundamental task in the field of remote sensing which has been a hot research topic in the past decade. In this paper, we propose a semantic segmentation neural network, named D-LinkNet, which adopts encoderdecoder structure, dilated
Lichen Zhou, Chuang Zhang, Ming Wu
semanticscholar   +1 more source

A New Deep Transfer Learning Based on Sparse Auto-Encoder for Fault Diagnosis

IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2019
Fault diagnosis plays an important role in modern industry. With the development of smart manufacturing, the data-driven fault diagnosis becomes hot. However, traditional methods have two shortcomings: 1) their performances depend on the good design of ...
Long Wen, Liang Gao, Xinyu Li
semanticscholar   +1 more source

Compressed Delta Encoding for LZSS Encoded Files

2007 Data Compression Conference (DCC'07), 2007
We explore the full compressed delta encoding problem in compressed texts, defined as the problem of constructing a delta file directly from the two given compressed files, without decompressing. We concentrate on the case where the given files are compressed using LZSS and propose solutions for the special cases involving substitutions ...
Shmuel T. Klein, Dana Shapira
openaire   +1 more source