72 research outputs found
Multi-scale diff-changed feature fusion network for hyperspectral image change detection.
For hyperspectral images (HSI) change detection (CD), multi-scale features are usually used to construct the detection models. However, the existing studies only consider the multi-scale features containing changed and unchanged components, which is difficult to represent the subtle changes between bi-temporal HSIs in each scale. To address this problem, we propose a multi-scale diff-changed feature fusion network (MSDFFN) for HSI CD, which improves the ability of feature representation by learning the refined change components between bi-temporal HSIs under different scales. In this network, a temporal feature encoder-decoder sub-network, which combines a reduced inception module and a cross-layer attention module to highlight the significant features, is designed to extract the temporal features of HSIs. A bidirectional diff-changed feature representation module is proposed to learn the fine changed features of bi-temporal HSIs at various scales to enhance the discriminative performance of the subtle change. A multi-scale attention fusion module is developed to adaptively fuse the changed features of various scales. The proposed method can not only discover the subtle change of bi-temporal HSIs but also improve the discriminating power for HSI CD. Experimental results on three HSI datasets show that MSDFFN outperforms a few state-of-the-art methods
Low-bandgap nonfullerene acceptor based on thieno[3,2-b]indole core for highly efficient binary and ternary organic solar cells
A low-bandgap nonfullerene acceptor (NFA) TIT-2FIC based on thieno[3,2-b]indole-thiophenes core has been developed. Compared with the analogue NFAs DTC(4Ph)-4FIC and IT-4F, TIT-2FIC exhibited remarkably red-shifted absorption, and up-shifted HOMO energy level. In addition, TIT-2FIC showed interesting universal miscibility with the donors nonfluorinated PBDB-T and fluorinated PM6, therefore the corresponding organic solar cells achieved promising power conversion efficiencies (PCEs) of 11.80% and 13.00%, respectively, which are higher compared to the counterpart IT-4F based cells. Furthermore, the ternary PM6:TIT-2FIC:Y6 cell pronounced a high PCE of 17.22%, being significantly improved from that of 16.04% for the binary PM6:Y6 cell. Similar improvement in PCEs from 13.41% to 14.46% was also observed in the ternary PM6:TIT-2FIC:IT-4F cell with TIT-2FIC as the third component. These results indicated that TIT-2FIC is universally applicable as an acceptor with nonfluorinated or fluorinated polymer donor materials in both binary and ternary cells
Exploring autistic adults' psychosocial experiences affecting beginnings, continuity and change in camouflaging over time: A qualitative study in Singapore
Over their lifetimes, many autistic people learn to camouflage (hide or mask) their autism-related differences to forge relationships, find work and live independently in largely non-autistic societies. Autistic adults have described camouflaging as a 'lifetime of conditioning . . . to act normal' involving 'years of effort', suggesting that camouflaging develops over an autistic person's lifetime and may start early on, in childhood or adolescence. Yet, we know very little about why and how autistic people start to camouflage, or why and how their camouflaging behaviours continue or change over time. We interviewed 11 Singaporean autistic adults (9 male, 2 female, 22-45 years old) who shared their camouflaging experiences. We found that autistic adults' earliest motivations to camouflage were largely related to the desire to fit in and connect with others. They also camouflaged to avoid difficult social experiences (such as being teased or bullied). Autistic adults shared that their camouflaging behaviours became more complex and that, for some, camouflaging became a part of their self-identity over time. Our findings suggest that society should not pathologise autistic differences, but instead accept and include autistic people, to reduce the pressure on autistic people to hide who they truly are
Recommended from our members
Phonon Renormalization in Reconstructed MoS2 Moire Superlattices
In moiré crystals formed by stacking van der Waals (vdW) materials, surprisingly diverse correlated electronic phases and optical properties can be realized by a subtle change in the twist angle. Here, we discover that phonon spectra are also renormalized in MoS2 twisted bilayers, adding a new perspective to moiré physics. Over a range of small twist angles, the phonon spectra evolve rapidly due to ultra-strong coupling between different phonon modes and atomic reconstructions of the moiré pattern. We develop a new low-energy continuum model for phonons that overcomes the outstanding challenge of calculating properties of large moiré supercells and successfully captures essential experimental observations. Remarkably, simple optical spectroscopy experiments can provide information on strain and lattice distortions in moiré crystals with nanometer-size supercells. The newly developed theory promotes a comprehensive and unified understanding of structural, optical, and electronic properties of moiré superlattices.The spectroscopy experiments at UT-Austin (J.Q.) were primarily funded by the U.S.
Department of Energy, Office of Basic Energy Sciences under grant DE-SC0019398 and a grant from the
University of Texas. Material preparation was funded by the Welch Foundation via grant F-1662. The
collaboration between the X.L., C.S., K.L., and M.A. groups is facilitated by the NSF-MRSEC under DMR-
1720595, which funded J.C. and J.E. partially. L.L. and F.L. acknowledge support by the TU-D doctoral
program of TU Wien, as well as from the Austrian Science Fund (FWF), project I-3827. The authors ac-
knowledge discussions with S. Reichardt and the use of facilities and instrumentation supported by the
National Science Foundation through the Center for Dynamics and Control of Materials: an NSF MRSEC
under Cooperative Agreement No. DMR-1720595. P.T. acknowledges support from the National Natural
Science Foundation of China (Grant No.11874350) and CAS Key Research Program of Frontier Sciences
(Grant No. ZDBS-LY-SLH004). M.L. acknowledge the support from the Project funded by China Post-
doctoral Science Foundation (Grant No. 2019TQ0317). The PFM work (D.L. and K.L.) was supported
by NSF DMR-2004536 and Welch Foundation Grant F-1814. K.W. and T.T. acknowledge support from the Elemental Strategy Initiative conducted by the MEXT, Japan, Grant Number JPMXP0112101001, JSPS
KAKENHI Grant Numbers JP20H00354 and the CREST(JPMJCR15F3), JST.Center for Dynamics and Control of Material
INVESTIGATING THE DISTINCTIVE SOCIAL FUNCTIONS OF MORAL CONTEMPT AND DISGUST
Bachelor'sBachelor of Social Sciences (Honours
THERMAL COMFORT AT PLAYGROUNDS: CREATING SAFE OUTDOOR SPACES FOR CHILDREN (PILOT STUDY)
Bachelor'sBachelor of Environmental Studies (Honours
Centrestage.
This report details the creative and production processes of our documentary titled
“Centrestage”, which is produced as a Final Year Project (FYP) at the Wee Kim Wee School of Communication and Information. Using the stories of a group of primary school students who are learning Teochew opera and a veteran Peking opera actress, this documentary aims to explore the Chinese opera scene in Singapore by uncovering the faces behind it, tracing its steps through time and figuring out what is happening to Chinese opera in Singapore. Before the completion of this project, “Centrestage” was already shortlisted for CNEX Annual Theme 2008 and was featured on Channel NewsAsia’s “i Journalist”. It is hoped that this report will also serve as a guide for future FYP groups to follow, as well as an insight to the world of production for people who are interested in filmmaking.Bachelor of Communication Studie
Functional Reflective Polarizer For Augmented Reality And Color Vision Deficiency
We report a functional reflective polarizer that can be incorporated into a compact augmented reality system. The design principle of the functional reflective polarizer is explained and two design examples are illustrated. In the first example, with the specially designed functional reflective polarizer, the transmittance of the augment reality system is relatively high as compared to a polarizing beam splitter or a conventional reflective polarizer. Such a functional reflective polarizer can also be used for vehicular displays. For the second example, the functional reflective polarizer is specially tailored to help those people with color vision deficiency
- …