Spatio temporal continuity

Improving Spatio-Temporal Continuity and Quality of Remotely Sensed Soil Moisture Over the Tibetan Plateau Yaokui Cui ,ChaoZeng,XiChen, Wenjie Fan, Haijiang Liu, Yuan Liu, Wentao Xiong, Cong Sun,

Spatio temporal continuity. First, 30 m seamless continuous SSM correlated variables (land surface temperature, NDVI, and albedo) were downscaled by enhanced spatial and temporal adaptive reflectance fusion model. Then, downscaled auxiliary variables and other background variables were input into a deep learning model to produce 30 m daily and seamless SSM fields.

The spatio-temporal continuity thesis: that a thing A is the same as the thing B if A and B are connected by a continuous path through space-time. What does temporal discontinuity mean? Temporal discontinuities are temporal positions marking a sudden breakage of projective identity.

... continuity of the variogram is a necessary condition for many authors; see ... In this subsection we derive the spatio-temporal model whose temporal margin C ...Assessing both the temporal and spatial dimensions of data adds significant complexity to the data analysis process for two major reasons: 1) Continuous and discrete changes of spatial and non-spatial properties …Assessing both the temporal and spatial dimensions of data adds significant complexity to the data analysis process for two major reasons: 1) Continuous and discrete changes of spatial and non-spatial properties …Spatio-temporal Continuity of User Behavior Keisuke Hasegawa, Qiang Ma, and Masatoshi Yoshikawa Kyoto University, Kyoto, Japan 606-8501 {[email protected].,qiang@,yoshikawa@}i.kyoto-u.ac.jp Abstract. A large amount of tweets about user experiences such as trips appear on Twitter. These tweets are fragmented information and8 Haz 2022 ... The spatio-temporal dynamics of GCL, including spatial clustering, temporal continuity and expansion trajectory in Shandong were quantified;.

under each distinct notion of spatio-temporal continuity and provide a hierarchy of conceptual neighbourhood diagrams. Keywords: spatio-temporal reasoning, continuity, space-time, transitions, con-ceptual neighbourhoods. 1 Introduction In spite of a large amount of work in mereotopological theories as a basis for common- Specifically, the proposed GSC maintains the spatio-temporal continuity of missing agents, which are in the occluded spatial state in the process of the graph convolution operation. Besides, we define a novel adjacent matrix to add dynamic features to graph learning. In particular, our adjacent matrix utilizes the historical trajectory of each ...This indicates that the dataset has the comparable accuracy with the original dataset, but much better spatio-temporal continuity. Fig. 5. Validation using the field measurements.The temporal distance TDi is a measure of time similarity between two sub-trajectories. To support an almost concurrent movement, a time window δ for the tolerance of past and future, was introduced by Pelekis et al. (2012).We define the temporal distance based on the idea of the Jaccard distance (Tan, Steinbach, and Kumar, 2006).To define the temporal distance, we require time points (i.e ...1. Introduction. Drought is a climatic phenomenon that can occur in any part of the world as a result of water deficit for an extended period of time, and it is usually a slow, continuous and complex process with high spatio-temporal variability and a wide spectrum of influence (Hao and Singh, 2015).In contrast, flood is the result of prolonged or intense precipitation, and it usually occurs ...Point and regionbased theories have been used in spatio-temporal theories. However, region-based calculi were the favorite choice for spatio-temporal formalisms [37, 99,97,98,139,20]. [65 ...Jul 17, 2017 · However, Cohen argues that the philosophical question of spatio-temporal continuity should not be divorced from political questions of inequality. Gladwell likened this use of spatio-temporal continuity upheld by the courts to the justification for structural inequality exemplified by the system of aristocracy. This paper presents the first comprehensive dataset (2002-2015) of spatio-temporal continuous soil moisture at 0.25° resolution, based on satellite-based optical (i.e. MODIS) and microwave (ECV) products using a machine learning method named general regression neural network (GRNN). The dataset itself reveals significant information on …

Feb 1, 2020 · Surface soil moisture (SM) plays an essential role in the water and energy balance between the land surface and the atmosphere. Low spatio-temporal resolution, about 25–40 km and 2–3 days, of the commonly used global microwave SM products limits their application at regional scales. In this study, we developed an algorithm to improve the SM spatio-temporal resolution using multi-source ... Depending on the spatio-temporal dimensions under consideration these regions can be given as 1-D curves, 2-D surfaces, 3-D solids, or 4-D time-variant solids, for example (ISO, 2019b). Note that such objects may well be embedded in some higher-dimensional space, such as a 2-D terrain surface draped on an elevation model in 3-D space.In this work, we present PoseFormer, a purely transformer-based approach for 3D human pose estimation in videos without convolutional architectures involved. Inspired by recent developments in vision transformers, we design a spatial-temporal transformer structure to comprehensively model the human joint relations within each frame as well as ...Spatio-temporal trajectories may be queried with a variety of operators, which are mainly extensions of existing spatial operators. Among them, the simple spatio-temporal range query, involving both spatial and temporal components over R-tree structures indexing spatio-temporal trajectories, is a straightforward generalization of the standard R-tree …

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Dec 1, 2021 · The complementary algorithm based on spatio-temporal continuity was used to process these images, of which the results are compared with those of the main algorithm to quantitatively evaluate the level of improvement. Download : Download high-res image (329KB) Download : Download full-size image; Fig. 12. The title of this book is Identity and Spatio-temporal Continuity and it was written by Davis Wiggins. This particular edition is in a Paperback format. This books publish date is Unknown and it has a suggested retail price of $306.25. It was published by Blackwell Publishers and has a total of 91 pages in the book.Modeling of spatio-temporal data has received much attention in recent years. Particularly, the rise in global temperature being a major environmental concern; scientists are now taking a keen interest in developing appropriate statistical models to study spatio-temporal data associated with climatic phenomena 28,46,62,64,68,71.Other …The spatio-temporal continuity thesis: that a thing A is the same as the thing B if A and B are connected by a continuous path through space-time. What does temporal discontinuity mean? Temporal discontinuities are temporal positions marking a sudden breakage of projective identity. Results show that (1) the combination of multi-sensor data can significantly improve LAI temporal continuity, especially for mountainous regions which are characterized by high frequency of cloud coverage; (2) the improvement in spatial continuity is obvious as can be seen from the increase of retrieval ratio, defined as the ratio of the number ... In this work, we treat the video object segmentation problem as a per-pixel classification task like most semantic segmentation models [2, 6, 21], and we present a novel framework which explicitly explores the spatial and temporal contextual information.Our framework mainly consists of three modules: (i) a feature extraction …

Abstract: In this paper, we propose a simple yet effective self-supervised method called spatio-temporal contrastive learning (ST-CL) for 3D skeleton-based action recognition. ST-CL acquires action-specific features by regarding the spatio-temporal continuity of motion tendency as the supervisory signal. To yield effective representations, ST-CL first designs some novel contrastive proxy tasks ...on spatio-temp oral conti nuity in Secti on 5, and wate r body ex tract ion algori thm in Sec tion 6. 104 Sect ion 7 is to articula te the resu lts of our exper iment al studie s, and conclu sion ...Cheng and Lu (2017) introduced a two-step spatio-temporal missing data reconstruction (ST-2SMR) method to consider the missing patterns M. Shaygan et al. by leveraging a coarse-grained ...Identity and spatio-temporal continuity. B. N. Langtry - 1972 - Australasian Journal of Philosophy 50 (2):184-189. Personal identity, reduplication and spatio-temporal continuity. Robert Elliot - 1978 - Philosophical Papers 7 (2):73-75. Armstrong on the spatio-temporality of universals.Contiguity refers to the closeness between two discrete events, along two physical dimensions of the environment: time and space. In the temporal dimension one event can be followed by another only a few milliseconds, seconds, minutes, hours or days later. Similarly, in the spatial domain, two events can be proximal when they are as separated by only a few centimeters (or meters), or ...For spatio-temporal outlier detection, both spatial and temporal continuity should be considered for modeling. Hence, spatio-temporal outlier detection methods are significantly more challenging because of the additional difficulty of modeling the temporal and spatial components jointly [2] , [3] .Using spatio-temporal continuity constraints to enhance visual tracking of moving objects117. To save this article to your Kindle, first ensure [email protected] is added to your Approved Personal Document E-mail List under your Personal Document Settings on the Manage Your Content and Devices page of your Amazon account. Then enter the ‘name’ part of your Kindle email address below. Find out more about saving to your ...Periodic pattern mining from spatio-temporal trajectories is to find temporal regularities from these spatio-temporal trajectories, ... and urban planning. However, most existing regional pattern mining methods only focus on temporal continuity, spatial compactness, and a single semantics. Outdated or nonhot regions may be discovered if the ...Information PhilosopherContinuity is the most important advantage of Landsat satellites, as they contain archived data for nearly 50 years. ... These applications included a spatio-temporal fusion model for synthesizing ideal data, a spatio-spectral observation model for urban vegetation biomass estimation, a temporal-spectral observation model for urban flood ...A business continuity plan is important to have in place for any business. It can help you manage prevention and recovery from threats to your business. Calculators Helpful Guides Compare Rates Lender Reviews Calculators Helpful Guides Lear...

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In this process, the remote sensing data show significant advantages due to its spatio-temporal continuity and regional coverage, which can effectively reveal the changes in vegetation restoration in the area [5,6] and has become the most effective data source for monitoring and analysis of vegetation coverage restoration [7,8,9].Spatio-Temporal Continuity in Geographic Space Anthony G Cohn Shyamanta M Hazarika School of Computing University of Leeds, Leeds LS2 9JT United Kingdom e-mailfagc,[email protected] Abstract The paper is an investigation into different notions of spatial, temporal, and spatio-temporal continuity.PDF | On Sep 1, 2014, John Perry published Wiggins David. Identity and spatio-temporal continuity. Basil Blackwell, Oxford 1967, viii + 83 pp. | Find, read and cite all the research you need on ...First, we construct a co-occurrence dictionary by considering the spatio-temporal continuity; i.e., the co-occurrence ratio of two terms is varying in time scopes and regions. Then, we use such ...The popularity of unmanned aerial vehicles (UAVs) has made anti-UAV technology increasingly urgent. Object tracking, especially in thermal infrared videos, offers a promising solution to counter UAV intrusion. However, troublesome issues such as fast motion and tiny size make tracking infrared drone targets difficult and challenging. This …Cheng and Lu (2017) introduced a two-step spatio-temporal missing data reconstruction (ST-2SMR) method to consider the missing patterns M. Shaygan et al. by leveraging a coarse-grained ...spatio-temporal continuity and integrates both past and fu-ture reasoning for tracked objects. Thus, we name it “Past-and-Future reasoning for Tracking” (PF-Track). Specifi-cally, our method adopts the “tracking by attention” frame-work and represents tracked instances coherently over time with object queries.To alleviate this lack of spatial continuity prob- lem, the generator is placed in-between a frame autoen- coder, namely a frame encoder Φe and a frame ...i.e., spatio-temporal point processes and continuous-time normalizing flows. Event Modeling with Point Processes Spatio-temporal point processes are concerned with mod-eling sequences of random events in continuous space and time (Moller & Waagepetersen,2003; Baddeley et al.,2007). Let H= f(t i;x i)gn i=1 denote the sequence …

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Any data that has a certain temporal continuity require a different approach while spatial feature learning requires a completely different approach. Designing a neural network for the data at hand would require an understanding of this. ... Spatio-Temporal Data Mining using Deep Learning has huge potential and has been gaining a lot of ...Best Answer. Continuity in cinema is about making sure that people and things don't jump around in time (temporal continuity) or space (spatial continuity). For example if there's a scene of a ...spatio-temporal continuity and integrates both past and fu-ture reasoning for tracked objects. Thus, we name it “Past-and-Future reasoning for Tracking” (PF-Track). Specifi-cally, our method adopts the “tracking by attention” frame-work and represents tracked instances coherently over time with object queries.Download Citation | On Jan 1, 2019, Anna Kocsis published Mental imagery and spatio-temporal continuity: Evidence from the function of the hippocampal formation | Find, read and cite all the ...KR20110094902A - Normalized difference vegetation index correction method using spatio-temporal continuity - Google Patents Normalized difference vegetation index correction method using spatio-temporal continuity Download PDF Info Publication number KR20110094902A. ...Spatial-temporal reasoning is an area of artificial intelligence that draws from the fields of computer science, ... spatio-temporal calculi have been designed that combine spatial and temporal information. For example, the spatiotemporal constraint calculus (STCC) by Gerevini and Nebel combines Allen's interval algebra with RCC-8.Mikko Vehmas, Jari Kouki, Kalle Eerikäinen, Long-term spatio-temporal dynamics and historical continuity of European aspen (Populus tremula L.) stands in the Koli National Park, ... Spatio-temporal pattern of aspen occurrence in managed and natural forests in the Koli National Park, based on the 1910, 1936 and 2004 inventories. ...AbeBooks.com: Identity and Spatio-temporal Continuity (9780631103707) by Wiggins, David and a great selection of similar New, Used and Collectible Books available now at great prices. 9780631103707: Identity and Spatio-temporal Continuity - Wiggins, David: 0631103708 - AbeBooksA geo-referenced data item is usually an observation of a particular phenomenon at a fixed location over a period of time (Kisilevieh et al. 2010).It can be defined by a set of spatiotemporal sequences, where each sequence element consists of spatial, temporal, and non-spatial attributes, i.e., < longitude, latitude, timestamp, non-spatial value > (Kalyani and Chaturvedi 2012; Giannotti et al ...In videos, temporal consistency and spatial similarity across frames always maintain well along the time, which shows a typical characteristic of spatio-temporal continuity (STC). STIP and iDT are good video descriptors. They depend on the optical flow or trajectories to exploit the video continuity, while they also need much …continuity. Experimental results show that the proposed method can improve the quality of virtual view images and strengthen spatio-temporal continuity. Keywords: Spatio-temporal continuity, DIBR, View synthesis 1 Introduction Year 2010 is regarded as the breakthrough year of 3D video and the 3D industry [1]. Miraculous 3D films are ….

This paper presents a novel multi-frame fusion module and an improved data synthesis scheme to enhance the spatio-temporal continuity of tracking tasks. Firstly, we introduce the spatio-temporal deformable mix feature extractor (STD-ME), which builds upon ACMix for efficient fusion of multi-frame features.Graph convolutional networks (GCN) have been applied in the traffic flow forecasting tasks with the graph capability in describing the irregular topology structures of road networks. However, GCN based traffic flow forecasting methods often fail to simultaneously capture the short-term and long-term temporal relations carried by the traffic flow data, and also suffer the over-smoothing problem ...The proposed model includes a spatio-temporal decoder to enable video semantic segmentation by improving temporal consistency across frames. The encoder processes individual frames whilst the decoder processes a temporal batch of adjacent frames. The proposed decoder can be used on top of any segmentation encoder to improve temporal consistency.As driving is a continuous process, the curve of temporal change of velocity should show a sort of continuity and smoothness. But the traditional map matching method doesn't consider the connection among the trajectory points and can probably break the continuity. The true velocity information can be undermined by the map matching method.The first module generates multiple spatial features, such as full-frame and keypoint features for each T frame of the video. Then, the temporal module allows us to extract temporal correlations of the spatial features between frames for both streams. As a final step, the spatial and temporal networks have been linked to bidirectionalcreate spatio-temporal action tubes. Because these methods treat video frames as a set of independent images, they can not exploit the temporal continuity of videos. Thus, their detection results are actually unsatisfactory. To address this issue, ACT [10] employs a stacked strat-egy to exploit the short-term temporal continuity for clip-11987Abstract: In this paper, we propose a simple yet effective self-supervised method called spatio-temporal contrastive learning (ST-CL) for 3D skeleton-based action recognition. ST-CL acquires action-specific features by regarding the spatio-temporal continuity of motion tendency as the supervisory signal. To yield effective representations, ST-CL first designs some novel contrastive proxy tasks ...spatio-temporal continuity that, since not both can be identical with the original amoeba, and since neither amoeba has a better claim than the other amoeba, neither of them can be identical with it.48 ('Becomes' must then receive an analysis making it correspond to ordinary 'becomes' as constitutive 'is' corresponds to the ordinary 'is' of ...Spatio-temporally continuous leaf area index (LAI) is required for surface process simulation, climate modelling and global change study. As a result of cloud contamination and other factors, the current LAI products are spatially and temporally discontinuous.A geo-referenced data item is usually an observation of a particular phenomenon at a fixed location over a period of time (Kisilevieh et al. 2010).It can be defined by a set of spatiotemporal sequences, where each sequence element consists of spatial, temporal, and non-spatial attributes, i.e., < longitude, latitude, timestamp, non-spatial value > (Kalyani and Chaturvedi 2012; Giannotti et al ... Spatio temporal continuity, alone can obtain SSM with High accuracy, High spatial resolution, and High spatio-temporal continuity (cloud-free and daily) simultaneously (referred to as 3H data). 3H , Spatio-Temporal Information Exploitation. Exploita-tion of spatial and temporal information is a core problem in object tracking field. Existing trackers can be divided into two classes: spatial-only ones and spatio-temporal ones. Most of offline Siamese trackers [2,26,25,60,29] be-long to the spatial-only ones, which consider the object, Furthermore, we propose a weighted-fusion hole-filling method based on static background to fill holes and maintain time continuity. Experimental results show that the proposed method can improve the quality of virtual view images and strengthen spatio-temporal continuity., 3. THE THEORETICAL FRAMEWORK OF SPATIO-TEMPORAL PRINCIPAL COMPONENT ANALYSIS. The classic Hotelling (Citation 1933) principal component analysis (PCA) is based on the covariance matrix estimator S = (1 / n) X ⊤ X, where X is an n × p centred data matrix (observations of p variables on n independent objects).Neither the time factor nor the observation site factor is taken into account., and strengthen spatio-temporal continuity. Keywords: Spatio-temporal continuity, DIBR, View synthesis 1 Introduction Year 2010 is regarded as the breakthrough year of 3D video and the 3D industry [1]., Oct 20, 2011 · Identity and spatio-temporal continuity by David Wiggins, David Wiggins, 1967, Blackwell edition, in English , Video Segmentation. A. Murat Tekalp, in The Essential Guide to Video Processing, 2009. 6.3.2 Temporal Integration. An important consideration is to add memory to the motion detection process to ensure both spatial and temporal continuity of the changed regions at each frame. This can be achieved in a number of different ways, including temporal filtering (integration) of the intensity values ..., The framework STGCN consists of two spatio-temporal convolutional blocks (ST-Conv blocks) and a fully-connected output layer in the end. Each ST-Conv block contains two temporal gated convolution layers and one spatial graph convolution layer in the middle. The residual connection and bottleneck strategy are applied inside each block., Temporal logic-based motion planning has been extensively studied to address complex robotic tasks. ... A Graph and Spatio-temporal Continuity Based Framework for Accident Anticipation. Article ..., Graph convolutional networks (GCN) have been applied in the traffic flow forecasting tasks with the graph capability in describing the irregular topology structures of road networks. However, GCN based traffic flow forecasting methods often fail to simultaneously capture the short-term and long-term temporal relations carried by the traffic flow data, and also suffer the over-smoothing problem ..., (iii) explication: the self has been associated with a deeper spatiotemporal layer [26] featured by, for instance, temporal continuity [28], [29]; this is based on empirical findings showing that self-consciousness is related to long-range-temporal correlation (LRTC) in resting state activity [14], [57] including its alterations in ... , 2.3 Spatio-temporal boundary matching distortion In this paper, a more general match distortion functionD ST is presented, which considers both spatial and temporal smoothness properties of the video signals, the structural similarity of the neighboring frames, and the smoothness of the left and right boundaries., Intelligent transportation (e.g., intelligent traffic light) makes our travel more convenient and efficient. With the development of mobile Internet and position technologies, it is reasonable to collect spatio-temporal data and then leverage these data to achieve the goal of intelligent transportation, and here, traffic prediction plays an important role. In this paper, we provide a ..., Spatio-temporal fusion is a technique used to produce images with both fine spatial and temporal resolution. ... Sentinel-2 is a wide-swath and fine spatial resolution satellite imaging mission ..., Research on the spatio-temporal characteristics of hornets' nests based on K-means clustering. Li Mijia 1, Ma Lei 1 and Cai Zhejun 2. Published under licence by IOP Publishing Ltd Journal of Physics: ... The general model of space discretization and time semi-continuity. In the previous model, we mainly use K-means algorithm to determine the ..., In this study, we leveraged remote sensing data coupled with machine learning techniques to investigate the spatio-temporal dynamics of SSC in a representative desert natural forest area, the Alxa National Public Welfare Forest. Utilizing the …, The temporal importance distribution varies from case to case in time-evolving social networks. In our experiments, we closely look into how attention distributions vary in different cases. It is noticeable that the temporal attentions are distributed differently in various scenarios. ... Spatio-temporal graph convolutional networks: A deep ..., Though not a word recognized by standard dictionaries, the meaning of “temporocentrism” can be ascertained from the word’s etymology and contextual references. Temporocentrism is the temporal equivalent of ethnocentrism, a term commonly use..., Missing data reconstruction is a critical step in the analysis and mining of spatio-temporal data; however, few studies comprehensively consider missing data patterns, sample selection and spatio-temporal relationships. As a result, traditional methods often fail to obtain satisfactory accuracy or address high levels of complexity. To combat these problems, this study developed an effective ..., (RTTNews) - Mortgage rates, or interest rates on home loans, continue to increase, according to mortgage provider Freddie Mac (FMCC.OB). Releasin... (RTTNews) - Mortgage rates, or interest rates on home loans, continue to increase, accordi..., Section 3 establishes intuitives-t continuity as temporal continuity without spatial leaps (as previously proposed by [16]). However, such a notion of s-t continuity allows temporal pinching i.e., a history is allowed to disappear and re-appear instantaneously and weird transitions are possible (see fig. 9). To avoid 'temporal pinching' we ..., Section 3 establishes intuitives-t continuity as temporal continuity without spatial leaps (as previously proposed by [16]). However, such a notion of s-t continuity allows temporal pinching i.e., a history is allowed to disappear and re-appear instantaneously and weird transitions are possible (see fig. 9). To avoid 'temporal pinching' we ..., Mar 15, 2021 · A Novel Fusion Method for Generating Surface Soil Moisture Data With High Accuracy, High Spatial Resolution, and High Spatio‐Temporal Continuity Shuzhe Huang Xiang Zhang +8 authors D. Niyogi Environmental Science, Mathematics , Human movements are dynamic and continuous in nature. However, how the spatiotemporal continuity influences working memory for movements is still unclear., Considering the computational efficiency and reconstruction accuracy, we finally determine that the spatial and temporal dimensions for reconstructing the global LST with the DINEOF method are 5 ..., GSC: A Graph and Spatio-temporal Continuity Based Framework for Accident Anticipation | IEEE Journals & Magazine | IEEE Xplore. Abstract: Accident anticipation attempts to predict whether an accident may occur in advance, which is …, spatio-temporal definition: 1. relating to both space and time, or to space-time (= the part of Einstein's Theory of Relativity…. Learn more., Mar 13, 2022 · The thesis deals mainly with the first goal, although some aspects of the two others could be mentioned. To make the interpolation task feasible, a hypothesis on spatio-temporal continuity is required [1, 2]. That is, nearby measurements tend to be similar more than distant ones, which is known as Tobler’s law in geography . , However, Cohen argues that the philosophical question of spatio-temporal continuity should not be divorced from political questions of inequality. Gladwell likened this use of spatio-temporal continuity upheld by the courts to the justification for structural inequality exemplified by the system of aristocracy., Spatial–temporal change patterns of vegetation coverage in China and its driving mechanisms over the past 20 years based on the concept of geographic division. ... Remote sensing spectral information offers many advantages, such as good temporal and spatial continuity, not being limited by geographical conditions, strong currency and so on ..., It emphasizes spatio-temporal continuity and integrates both past and future reasoning for tracked objects. Thus, we name it "Past-and-Future reasoning for Tracking" (PF-Track). Specifically, our method adapts the "tracking by attention" framework and represents tracked instances coherently over time with object queries. To explicitly use ..., Accident anticipation attempts to predict whether an accident may occur in advance, which is greatly significant for improving the safety of intelligent vehicles. Most existing approaches integrate the features of accident-relevant agents with spatial information for accident anticipation. However, these approaches ignore the actual spatio-temporal state of missing agents, whether they are ..., This is made possible by the retrieval of useful contextual knowledge from BIM via the registration of video frames into the corresponding BIM model. In addition, the approach also exploits aerial videos' spatio-temporal continuity to ensure the extraction performance. Fig. 1 shows. Channel structure extraction by image-to-BIM registration