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Image-Driven Furniture Style for Interactive 3D Scene Modeling
[article]
2020
arXiv
pre-print
Preserved Fulltext
We demonstrate our method with several 3D model style-compatibility results, and with an interactive system for modeling style-consistent scenes. ...
Based on image embeddings extracted from our network, we measure stylistic compatibility of furniture. ...
To find with style-compatible furniture suggestions. ...
arXiv:2010.10557v1
fatcat:v4xfxonx35axxnyp7utgxq24uy
Learning Furniture Compatibility with Graph Neural Networks
[article]
2020
arXiv
pre-print
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In the first model, a generalized contrastive loss function that promotes the generation of clustered embeddings for items belonging to the same furniture set is introduced. ...
We propose a graph neural network (GNN) approach to the problem of predicting the stylistic compatibility of a set of furniture items from images. ...
The binary cross-entropy loss is used as the loss function for training Model II. ...
arXiv:2004.07268v1
fatcat:kpcnzqbjnbfixaxbrvmrex2lxe
Learning Furniture Compatibility with Graph Neural Networks
2020
2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)
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In the first model, a generalized contrastive loss function that promotes the generation of clustered embeddings for items belonging to the same furniture set is introduced. ...
We propose a graph neural network (GNN) approach to the problem of predicting the stylistic compatibility of a set of furniture items from images. ...
The binary cross-entropy loss is used as the loss function for training Model II. ...
doi:10.1109/cvprw50498.2020.00191
dblp:conf/cvpr/PolaniaFNL20
fatcat:avlfxcxbvfcj7fk3ggba6phqyy
Identifying Style of 3D Shapes using Deep Metric Learning
2016
Computer graphics forum (Print)
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Abstract We present a method that expands on previous work in learning human perceived style similarity across objects with different structures and functionalities. ...
We also tackle the problem of training our neural networks on relatively small datasets and show that we achieve style classification accuracy competitive with the state of the art. ...
Furthermore, we thank Alexander Dielen for help with the implementation. ...
doi:10.1111/cgf.12977
fatcat:uqid37fj5bel5k4rxsg3t6b3fi
UVStyle-Net: Unsupervised Few-shot Learning of 3D Style Similarity Measure for B-Reps
[article]
2021
arXiv
pre-print
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More importantly, the few-shot learning accounts for the inherent subjectivity associated with style. ...
We also show it is able to generate meaningful style gradients with respect to the input shape, and that few-shot learning with as few as two positive examples selected by an end-user is sufficient to ...
[24] use hand-crafted features (i.e. curvature histograms) with a supervised triplet loss to learn furniture compatibility, while Lun et al. ...
arXiv:2105.02961v3
fatcat:sxdznzourzddnbtvaz3g4yy2kq
Learning visual similarity for product design with convolutional neural networks
2015
ACM Transactions on Graphics
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The 256D embedding is visualized in 2D with t-SNE. Photo credit: Crisp Architects and Rob Karosis (photographer). ...
With such a multi-domain embedding, we demonstrate several applications of visual search including identifying products in scenes and finding stylistically similar products. ...
Figure 14 : Style search: example cross-category queries. ...
doi:10.1145/2766959
fatcat:2wiftcztdfa4rlhbwxeclyni3a
Lynx: Automatic Elderly Behavior Prediction in Home Telecare
2015
BioMed Research International
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The system usability and reliability have been tested in real-life conditions, with an accuracy larger than 81%. ...
If the system detects that something unusual happens (in a wide sense) or if something is wrong relative to the user's health habits or medical recommendations, it sends at real-time alarm to the family ...
The Computational Intelligence Group is funded by the Basque Government with Grant IT874-13. ...
doi:10.1155/2015/201939
pmid:26783514
pmcid:PMC4689880
fatcat:2pm6tquoxfebvpszycdaeogzb4
Journal of Computer Science IJCSIS March 2021 Full Volume
2021
Zenodo
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The correct classification rate of the proposed system with 5-fold cross-validation was 68.99%. ...
The final decision will be the class with the most significant number of votes. ...
doi:10.5281/zenodo.5571271
fatcat:iao6mhiihfhjlp4b5mcqo3ybta
Molecular typing of bacteria for epidemiological surveillance and outbreak investigation / Molekulare Typisierung von Bakterien für die epidemiologische Überwachung und Ausbruchsabklärung
2016
Die Bodenkultur
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Constant confrontations with microbial threats pose major challenges to human and animal health, agricultural and food production, and public safety. ...
Strain ID
VPI
Serogroup
CTX
toxR
Toxine genes
tcpI
tcpA
(class.)
tcpA* vpi R ssrA vpi L Vc-
O139
Vc-
O1
ctxA
zot ace
st
hlyA
(class.) ...
Backward compatibility of NGS to former methods can be maintained by the extraction of the respective information from NGS data (Hyden et al., 2016) . ...
doi:10.1515/boku-2016-0017
fatcat:edhax7a2ovcwnphgvgzmjt5smy
Theory and Practice in the Teaching of Composition: Processing, Distancing, and Modeling
1984
College composition and communication
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Part three, dealing with distancing, contains two articles defining "talk-write" as a behavioral pedagogy for composition and explaining its application in ti-e classroom; and five articles on function ...
In class, the students are learning a sense of style by ear. They hear many examples written in the same style but with different content, and they hear many examples of contrasting styles. ...
Triplets like that are characteristic of the fancier tones. In the last two sentences we have the balanced device of chiasmus, a criss-cross relation of paralletideas. ...
doi:10.2307/357808
fatcat:3jyq3bl555hghcfsmyzvid7bp4
Robust and Accurate Camera Localisation at a Large Scale
[article]
2021
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Inspired by the insight that humans commonly use orientation information as an important cue for spatial localization, we propose a method that endows deep neural networks with the 'commonsense' of orientation ...
., Classification, Hybrid, Siamese and Triplet CNN) for the cross-view matching task, and propose a soft margin triplet loss to boost the performance of triplet embedding. ...
In computing the triplet loss, we use the same α = 10 as in Hu et al. [2018b] . For the generalised-mean pooling layer, we set p = 3 as recommended by Radenović et al. [2018] . ...
doi:10.25911/ewdd-cj75
fatcat:ik3kuovtvrapdbkynlo7aj5mza
Towards Oxide Electronics: a Roadmap
2019
Applied Surface Science
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As an atomic-scale probe, aberration corrected scanning transmission electron microscopy (STEM) coupled with electron energy loss spec-troscopy (EELS) provides crucial information about interfacial quality ...
Cross-sectional ADF-STEM images of epitaxial Fe/barrier/Fe(0 0 1) MTJs: (a) MgO barrier, and (b) MgAl 2 O 4 barrier. ...
Acknowledgements Author thanks fruitful discussions with Dr. J. Santiso. ...
doi:10.1016/j.apsusc.2019.03.312
fatcat:3rqm2kwuv5gk3dpmb4sv7mg6ui
Towards "On the Go" Matching of Linked Open Data Ontologies
2011
International Joint Conference on Artificial Intelligence
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We also briefly report our experience in the integration of the ontology with the geo-spatial ontology GeoWordNet. ...
To achieve semantic interoperability, geo-spatial applications need to be equipped with tools able to understand user terminology that is typically different from the one enforced by standards. ...
Upon closer inspection, one finds that in this massive equivalence class very different things - which break OWL-style segregation semantics -have been connected by sameAs, such as 'class of drugs' and ...
dblp:conf/ijcai/CruzPCS11
fatcat:62apmemu2zgirduzh6zomuw7wi
An investigation of possibilities and limitations of 'education borrowing' in Barbados and Trinidad and Tobago
2010
Compare
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Up until then, the political system was dominated by the planter and merchant classes. 1838 saw the emancipation of slaves (Government of Barbados, 2008). ...
The University of West Indies, with three campuses in Jamaica, Barbados and Trinidad was established along with BWIA, a West Indian airline. ...
When asked about recommendations to help more students pass the Maths exam, B8 pointed to a lack of enthusiasm, large classes and discipline. ...
doi:10.1080/03057920903425697
fatcat:4rg5my7glzhmfpdbnmhyhjvmue
JSEALS Special Publication No. 9 Vietnamese Linguistics: State of the Field
2022
Journal of the Southeast Asian Linguistics Society
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We also thank Fangzhi "Frank" Jia for sharing a spreadsheet with Sino-Vietnamese data related to the dissertation. The first author recognizes the support of ERC grant 758605. ...
Other analyses are compatible with these three principles. ...
• A class of aspirated onsets • No *p onsets • The loss of codas: (a) fricatives *-s and *-h and the glottal stop preceding tonogenesis, (b) liquids *-r and *-l, and (c) *-c and *-ɲ due to merging with ...
doaj:689ddac9351343daae5b246c5e3e2297
fatcat:awxybqylvbfyxhkdg5jpotmguu
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