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Background Independence

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lightbulbAbout this topic
Background independence is a property of a physical theory where the laws of physics do not depend on a fixed background structure, such as spacetime. This concept is crucial in theories like general relativity and quantum gravity, as it allows for a dynamic and flexible understanding of spacetime and its interactions.
lightbulbAbout this topic
Background independence is a property of a physical theory where the laws of physics do not depend on a fixed background structure, such as spacetime. This concept is crucial in theories like general relativity and quantum gravity, as it allows for a dynamic and flexible understanding of spacetime and its interactions.

Key research themes

1. How can initial background models be accurately established from image sequences for robust background subtraction?

This research theme focuses on scene background initialization—deriving a clean, foreground-free background model from a set of images that can include occluding foreground objects. It addresses the challenge of bootstrapping background models necessary for various applications, such as video surveillance and computational photography, where the background may be partially or heavily occluded at different times. The goal is to produce reliable initial background estimates to improve subsequent background subtraction and foreground detection steps.

Key finding: Introduced the SBI dataset comprising seven bootstrap sequences with manually created ground truths and a comprehensive suite of eight quantitative metrics (including PSNR, MultiScale-SSIM, and Color image Quality Measure) to... Read more
Key finding: Proposed an adaptive background estimation method that leverages foreground segmentation maps from any background subtraction algorithm to select pixel-wise frame subsets for computing medians, overcoming the limitation of... Read more
Key finding: This work formalizes the background initialization problem statement as estimating a foreground-free background model given image sequences with arbitrarily occluded backgrounds. It compiles frequently used public sequences... Read more
Key finding: Conducted systematic benchmarking of multiple background subtraction methods including simple global thresholding, statistical mixtures, and Markovian priors over various video sequences with diverse challenges. Found that... Read more

2. What methodological advances enable robust background subtraction under challenging variations such as illumination changes, dynamic backgrounds, and camera motion?

This theme covers algorithms and system-level designs that improve foreground-background segmentation performance in scenarios with difficult conditions like illumination fluctuations, dynamic/complex backgrounds (e.g., waving trees, water ripples), sensor noise, and camera-induced motions (jitter, pan-tilt-zoom). It includes approaches that combine multiple models or features, apply spatial-temporal denoising, and fuse information from various color spaces or data representations, often with the goal of real-time performance and applicability in practical surveillance systems.

Key finding: Developed a novel Multimode Background Subtraction (MBS) system featuring a Background Model Bank (BMB) with multiple models, mega-pixel (MP) spatial denoising of pixel probability estimates, and fusion across RGB and YCbCr... Read more
Key finding: Proposed the Stability of Adaptive Feature (SoAF) model that characterizes each pixel with multiple features and adaptively weights each feature based on its measured temporal stability (via histogram statistics) to enhance... Read more
Key finding: Introduced an illumination-sensitive background modeling scheme that detects sudden or gradual illumination changes by evaluating scene lighting and maintains two adaptive background candidates (light and dark backgrounds).... Read more
Key finding: Presented CS-MoG, a compressive sensing based multi-Gaussian background subtraction approach designed to reduce computational and energy costs on embedded platforms while preserving high accuracy. The method projects... Read more
Key finding: Conducted a comprehensive survey of background subtraction in diverse real-world applications revealing a critical gap between advanced research algorithms and practical deployed systems primarily due to computational and... Read more

3. How can feature selection and semantic information integration improve background subtraction performance?

Research under this theme investigates methods for enhancing background subtraction by automatically selecting discriminative features suited to different scene regions or by incorporating higher-level semantic information from object-level understanding. Such advances aim to reduce false positives from shadows, illumination changes, and camouflage by exploiting domain knowledge or feature adaptivity, improving segmentation accuracy especially in complex or heterogeneous environments.

Key finding: Developed a novel semantic background subtraction framework that combines pixel-level semantic segmentation probability maps with outputs from any conventional background subtraction algorithm. By leveraging semantic cues,... Read more
Key finding: Proposed a boosting-based feature selection framework that uses probability estimates from Kernel Density Estimates (KDE) computed over multiple features at each pixel to select the most informative features locally,... Read more

All papers in Background Independence

The standard cosmological model, General Relativity (GR) coupled with Λ-Cold Dark Matter (ΛCDM), has achieved remarkable empirical success but faces unresolved challenges, including singularities, the black hole information paradox,... more
This paper argues against the proposal to draw from current research into a physical theory of quantum gravity the ontological conclusion that spacetime or spatiotemporal relations are not fundamental. As things stand, the status of this... more
This paper challenges the prevailing assumption of the graviton as a universally existing quantum particle mediating gravitational interactions. Grounded in the original framework of Einstein’s General Relativity, we argue that gravity... more
We present a novel perspective on the problem of time in quantum gravity. Inspired by Einstein's analysis of the concept of time and the equivalence principle and guided by the geometric structure of quantum theory, we offer new insights... more
A background-independent model of quantum gravity is developed, in which both the spacetime metric and the Standard Model fields emerge from a single wave functional Ψ[A], defined on a generalized gauge connection. A canonical formalism... more
In this article, I propose radical super-deterministic non-gauge hypothesis of emergent spacetime and matter, in which spacetime and matter are emergent properties of more fundamental entity. Properties of such more fundamental entity... more
Theories of quantum gravity generically presuppose or predict that the reality underlying relativistic spacetimes they are describing is significantly non-spatiotemporal. On pain of empirical incoherence, approaches to quantum gravity... more
Theories of quantum gravity generically presuppose or predict that the reality underlying relativistic spacetimes they are describing is significantly non-spatiotemporal. On pain of empirical incoherence, approaches to quantum gravity... more
This is a review of James Read's insightful book, Background Independence in Classical and Quantum Gravity. The book introduces various notions of background-independence which it then makes precise, and uses to make verdicts about... more
We investigate the classical phase space of 2-d string theory. We derive the linearised covariant equations for the spacetime fields by considering the most general deformation of the energy-momentum tensor which describes c = 1 matter... more
We investigate the classical phase space of 2-d string theory. We derive the linearised covariant equations for the spacetime fields by considering the most general deformation of the energy-momentum tensor which describes c = 1 matter... more
In this paper, some conceptual issues are addressed in order to make sense of what string theory is supposed to tell us about spacetime. The dualities in string theory are used as a starting point for our argumentation. We explore the... more
This paper examines two cosmological models of quantum gravity (from string theory and loop quantum gravity) to investigate the foundational and conceptual issues arising from quantum treatments of the big bang. While the classical... more
We review various aspects of de Sitter spacetime in string theory: its status as an effective field theory spacetime solution, its relation to the vacuum energy problem in string theory, its (global) holographic definition in terms of two... more
This paper examines two cosmological models of quantum gravity (from string theory and loop quantum gravity) to investigate the foundational and conceptual issues arising from quantum treatments of the big bang. While the classical... more
This work was supported financially by the ACLS and the John Templeton Foundation (the views expressed are those of the authors not necessarily those of the sponsors). We want to thank Tushar Menon and James Read for exceptionally careful... more
Numerous approaches to a quantum theory of gravity posit fundamental ontologies that exclude spacetime, either partially or wholly. This situation raises deep questions about how such theories could relate to the empirical realm, since... more
We extend our prescription for the construction of a covariant and backgroundindependent effective action for scalar quantum field theories to the case where momentum modes below a certain scale are suppressed by the presence of an... more
Bipolar quantum agent (BQA), bipolar quantum geometry (BQG) and bipolar dynamic logic (BDL) are introduced based on bipolar complementarity-a logical extension to Niels Bohr's particle-wave YinYang duality principle. Complete geometrical... more
In this article, I propose radical super-deterministic non-gauge theory of emergent spacetime and matter, in which spacetime and matter are emergent properties of more fundamental entity. Properties of such more fundamental entity were... more
There are a number of variants of the IFPUG Function Point method in different countries. This chapter provides an overview of some of these variants. The IFPUG FP method is an ISO/IEC standard (the ISO standard currently at the time of... more
Burst index in independence parameter against basis weight and used for comparing burst strenght of different grammage papers. It is well known that burst indeks is not influinced by the grammage. But there is no informations that... more
Prime implicates have become a widely used tool in AI. The prime implicates of a set of clauses can be computed by repeatedly resolving pairs of clauses, adding the resulting resolvents to the set and removing subsumed clauses.... more
It is given a characterization of all solution of the matrix equation c 1 Q (n) g(a 1 ,b 1) + c 2 Q m = Q (k) g(a 2 ,b 2) with unknowns c 1 , c 2 ∈ C *. Here the matrix Q (l) g(a,b) , called an l-generalized Fibonacci Q-matrix, is defined... more
Integral inequalities provide a very useful and handy tool for the study of qualitative as well as quantitative properties of solutions of differential and integral equations. The main object of this work is to generalize some integral... more
It is well known that any two arbitrary observers S and S moving relative to each other with a speed v < c in isotropic space see a 4-dimensional real spacetime. We demonstrate that the two observers should naturally see the spacetime... more
This paper aims to help teachers come up with effective strategies in teaching the distinction between constants and variables, as well as pattern recognition. This is achieved through a Lesson Study and the notions of Productive... more
This development research aims to produce a science-based physics learning video media on the subject matter of the second semester XI mechanical wave material that is feasible to be applied in the physics learning process at school and... more
We consider the classical notion of a minimal polynomial and apply it to investigations in finite semifields. A proper finite semifield has non-associative multiplication, that leads to a number of anomalous properties of one-side-ordered... more
The notion of stiffness, which originated in several applications of a different nature, has dominated the activities related to the numerical treatment of differential problems for the last fifty years. Contrary to what usually happens... more
O objetivo deste estudo foi conhecer as influências dos métodos e tempos de armazenamentos de frações de colmos do capim-Cameroon (Pennisetum purpureum Schum. cv. Cameroon) no seu perfilhamento e produção de matéria seca, aos 70 dias após... more
This paper presents a method to approximate the solution of a stochastic Ginzburg-Landau equation with multiplicative noise term. Error estimates for the approximation of the solution are given.
In the perfect conductivity problem, it is interesting to study whether the electric field can become arbitrarily large or not, in a narrow region between two adjacent perfectly conducting inclusions. In this paper, we show that the... more
On a category $\mathcal{C}$ with a designated (well-behaved) class $\mathcal{M}$ of monomorphisms, a closure operator in the sense of D. Dikranjan and E. Giuli is a pointed endofunctor of $\mathcal{M}$, seen as a full subcategory of the... more
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In this work we prove the local multiplicity at most one theorem underlying the definition and theory of local γ-, ϵ- and L-factors, defined by virtue of the generalized doubling method, over any local field of characteristic 0. We also... more
In this paper we consider motion of an object in a plane to provide a mechanical interpretation of Euler's formula. We believe that this approach contributes to a deeper and more intuitive understanding of Euler's formula and can... more
In this work we study the AES characteristic. The main aim of this work is to compute the fixed-key probabilities of four-round AES characteristics. We use plateau characteristics and follow the approach that was used to compute two-round... more
In order to reduce hidden damage caused in CFRP by low velocity transverse impact, testing procedures must be established by understanding the impact phenomena and the roles of various parameters on damage initiation and growth. Hence,... more
We construct quantum K-invariants in non-archimedean analytic geometry. Our approach differs from the classical one in algebraic geometry via perfect obstruction theory. Instead, we build on our previous works on the foundation of derived... more
ABSTRAK Penelitian ini bertujuan menganalisis kelayakan usaha bagan apung yang ada di Teluk Kolono Kecamatan Kolono Timur dilihat dari aspek finansial. Pengumpulan data dilakukan dengan wawancara secara langsung dengan responden... more
In this paper, we provide purely combinatorial proofs of the following two theorems: (1) If a Gorenstein toric Fano variety is asymptotically Chow semistable then it is Ding polystable with respect to toric test configurations. (2) For... more
Let $\Pi^c_K\to\Pi_K$ be the maximal pro-$\ell$ abelian-by-central, respectively abelian, Galois groups of a function field $K|k$ with $k$ algebraically closed and ${\rm char}\neq\ell$. We show that $K|k$ can be functorially reconstructed... more
Penelitian ini bertujuan untuk mengaplikasikan salah satu model prediksi kebangkrutan bernama Altman Z-Score, khususnya model yang dapat digunakan untuk mengukur financial distress dari perusahaan-perusahaan non-manufaktur (Z”-Score),... more
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