Publications by authors named "Tianshuo Xu"

Article Synopsis
  • PSNR-oriented super-resolution models often produce overly smoothed images due to a phenomenon called center-oriented optimization (COO), where outputs gravitate toward the average of similar high-resolution images instead of the actual ground truth.
  • The COO problem is linked to data uncertainty, quantified through entropy; as image uncertainty rises, the output diverges further from the true image quality, leading to poorer results.
  • The paper introduces Detail Enhanced Contrastive Loss (DECLoss) as a solution to mitigate COO by leveraging contrastive learning to lower data variance and entropy, improving image quality in various benchmarks and achieving impressive results with GAN-based methods.
View Article and Find Full Text PDF

In aquatic ecosystems, zooplankton-associated bacteria potentially have a great impact on the structure of ecosystems and trophic networks by providing various metabolic pathways and altering the ecological niche of host species. To understand the composition and drivers of zooplankton gut microbiota, we investigated the associated microbial communities of four zooplankton genera from different seasons in the Baltic Sea using the 16S rRNA gene. Among the 143 ASVs (amplified sequence variants) observed belonging to heterotrophic bacteria, 28 ASVs were shared across all zooplankton hosts over the season, and these shared core ASVs represented more than 25% and up to 60% of relative abundance in zooplankton hosts but were present at low relative abundance in the filtered water.

View Article and Find Full Text PDF

Application of low concentrations of hydrogen peroxide (HO) is a relatively new and promising method to selectively suppress harmful cyanobacterial blooms, while minimizing effects on eukaryotic organisms. However, it is still unknown how nutrient limitation affects the sensitivity of cyanobacteria to HO. In this study, we compare effects of HO on the microcystin-producing cyanobacterium Microcystis PCC 7806 under light-limited but nutrient-replete conditions, nitrogen (N) limitation and phosphorus (P) limitation.

View Article and Find Full Text PDF

Hydrogen peroxide (HO) can be used as an emergency method to selectively suppress cyanobacterial blooms in lakes and drinking water reservoirs. However, it is largely unknown how environmental parameters alter the effectiveness of HO treatments. In this study, the toxic cyanobacterial strain PCC 7806 was treated with a range of HO concentrations (0 to 10 mg/L), while being exposed to different light intensities and light colors.

View Article and Find Full Text PDF

The color of many lakes and seas is changing, which is likely to affect the species composition of freshwater and marine phytoplankton communities. For example, cyanobacteria with phycobilisomes as light-harvesting antennae can effectively utilize green or orange-red light. However, recent studies show that they use blue light much less efficiently than phytoplankton species with chlorophyll-based light-harvesting complexes, even though both phytoplankton groups may absorb blue light to a similar extent.

View Article and Find Full Text PDF