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Selection: Huang:J [3 articles] 

Publications by author Huang:J.
 

Speed/accuracy trade-offs for modern convolutional object detectors

  
In 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2017) (2017), pp. 7310-7319, https://doi.org/10.1109/CVPR.2017.351

Abstract

The goal of this paper is to serve as a guide for selecting a detection architecture that achieves the right speed/memory/accuracy balance for a given application and platform. To this end, we investigate various ways to trade accuracy for speed and memory usage in modern convolutional object detection systems. A number of successful systems have been proposed in recent years, but apples-to-apples comparisons are difficult due to different base feature extractors (e.g., VGG, Residual Networks), different default image resolutions, as well as different hardware and software platforms. We ...

 

Evolution of land surface air temperature trend

  
Nature Clim. Change, Vol. 4, No. 6. (4 June 2014), pp. 462-466, https://doi.org/10.1038/nclimate2223

Abstract

The global climate has been experiencing significant warming at an unprecedented pace in the past century1, 2. This warming is spatially and temporally non-uniform, and one needs to understand its evolution to better evaluate its potential societal and economic impact. Here, the evolution of global land surface air temperature trend in the past century is diagnosed using the spatial–temporally multidimensional ensemble empirical mode decomposition method3. We find that the noticeable warming (>0.5 K) started sporadically over the global land and accelerated ...

 

Three-Gorges dam - Experiment in habitat fragmentation?

  
Science, Vol. 300, No. 5623. (23 May 2003), pp. 1239-1240, https://doi.org/10.1126/science.1083312

Abstract

Habitat fragmentation is the primary cause of the loss of biodiversity and ecosystem services, but its underlying processes and mechanisms remain poorly understood. Studies of islands and insular terrestrial habitats are essential for improving our understanding of habitat fragmentation. We argue that the Three-Gorges Dam, the largest that humans have ever created, presents a unique grand-scale natural experiment that allows ecologists to address a range of critical questions concerning the theory and practice of biodiversity conservation. ...

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