Improving model robustness against potential modality noise, as an essential step for adapting multimodal models to real-world applications, has received increasing attention among researchers. For Multimodal Sentiment Analysis (MSA), there is also a debate on whether are more effective noisy features than unimodal ones. Stressing intuitive illustration and in-depth analysis of these concerns, we present Robust-MSA, interactive platform that visualizes the impact noise well simple defence...

Improving the robustness of models against feature noise has emerged as one most crucial research topics in field multimodal sentiment analysis. Recent studies assume that training instances are free and develop either translation or reconstruction based method under guidance perfect data for robust testing time performance. However, such an ideal assumption neglects potential presence inevitably results degradation scenario where high-quality unavailable. In order to achieve with noisy...

Precast prestressed hollow core slabs (PPHCSs) are widely used in the construction of multistory cross-wall structures, but floors vulnerable to progressive collapse induced by unexpected loadings due weak links between PPHCSs. Despite this fact, limited studies have been carried out on resistance In study, quasi-static tests were conducted evaluate The test parameters types connectors [i.e., single rebar connector (S1), double (S2), partially debonded (S3), kinked (S4), and partial hinge...

All-electron relativistic calculations have been performed on the low-lying electronic states of InCl by using internally contracted multireference singles and doubles configuration interaction with Davidson correction method. The potential energy curves spectroscopic constants are obtained. C 1Π1 state has also studied other methods, it is found that can be well reproduced average quadratic coupled cluster Moreover, essentials affect properties discussed. Besides X 1Σ+, Π0−3, A 3Π0+, B 3Π1,...

Using multiconfiguration quasi-degenerate perturbation theory (MCQDPT), the ground and low-lying excited states of InH are studied, potential energy curves spectroscopic constants , a 3Π0−,0+,1,2 A 1Π1 obtained. By comparing result all-electron basis sets with that relativistic effective core (RECP) sets, it is found former better than latter, especially in describing state. The transition properties states, including dipole moments, radiative lifetimes Franck–Condon factors, predicted. It...

The dispersed laser induced fluorescence (LIF) spectra of InBr molecule are studied, the bands A3Π0+–X1Σ+, B3Π1–X1Σ+ and C1Π–X1Σ+ systems observed analyzed, spectroscopic constants C1Π state obtained. results indicates there some new bound electronic states lying at about 37 705 cm−1. Theoretical calculations have also been performed on by using coupled-cluster single- double-linear response theory (CCSD-LRT). theoretical agree with our experimental analyses very well.

Ab initio calculations on the ground and valence excited states of GaBr molecule have been performed by using entirely uncontracted all-electronic aug-cc-pVQZ basis sets internally contracted multireference singles doubles configuration interaction method with Davidson size-extensivity correction Douglas-Kroll scalar relativistic correction. The potential energy curves all spectroscopic constants bound are fitted. It is first time that entire 23 Ω generated from 12 Λ−S studied in a...

Ab initio calculations on the ground and valence excited states of GaF molecule have been performed by using internally contracted multireference electronic correlation methods (MR-CISD, MR-CISD + Q, MR-AQCC) with entirely uncontracted all-electronic basis sets Douglas-Kroll scalar relativistic correction. The potential energy curves all spectroscopic constants bound are fitted. It is first time that 12 Lambda-S 23 Omega generated from former studied in a theoretical way. Calculation results...

We present OpenVNA, an open-source framework designed for analyzing the behavior of multimodal language understanding systems under noisy conditions. OpenVNA serves as intuitive toolkit tailored researchers, facilitating convenience batch-level robustness evaluation and on-the-fly instance-level demonstration. It primarily features a benchmark Python library assessing global model robustness, offering high flexibility extensibility, thereby enabling customization with user-defined noise...

Ab initio calculations on the valence electronic states of BI molecule have been performed by using entirely uncontracted all-electronic aug-cc-pVQZ (for B atom) and Sadlej-pVTZ I basis sets internally contracted multireference singles doubles configuration interaction method with Davidson size-extensively correction Douglas-Kroll scalar relativistic correction. The potential energy curves all spectroscopic constants bound are fitted. It is first time that 12 Lambda-S 23 Omega generated from...

Image-Text Sentiment Analysis task has garnered increased attention in recent years due to the surge user-generated content on social media platforms. Previous research efforts have made noteworthy progress by leveraging affective concepts shared between vision and text modalities. However, emotional cues may reside exclusively within one of prevailing modalities, owing modality independent nature potential absence certain In this study, we aim emphasize significance modality-independent...

It has been confirmed that the differences in fluorescence spectra of normal and pathological biotissues can be used as a sensitive nondestructive diagnostic probe. However, experiments show not only are spectral features different tissues very but same tissue under detection conditions too. Therefore, diagnosis criteria must changed accordance with features. In this paper, several methods using native characteristics given existing reports analyzed. With fourth harmonic at 266 nm Q-switched...

Traditional Chinese Medicine (TCM) constitution is a fundamental concept in TCM theory. It determined by multimodal clinical features which, turn, are obtained from information of image (face, tongue, etc.), audio (pulse and voice), text (inquiry) modality. The auto assessment faced with two major challenges: (1) learning discriminative feature representations; (2) jointly processing the using fusion techniques. Constitution Assessment System (TCM-CAS) proposed to provide an end-to-end...

All-electron relativistic calculations on the ground and valence excited states of GaCl molecule have been performed using extended internally contracted multireference electron correlation techniques. The potential energy curves (PECs) all 12 Λ–S 23 Ω generated from them are plotted, spectroscopic constants (SCs) bound fitted. This seems to be first time that a study has made spin–orbit coupling effects transition properties A 3Π0+, B 3Π1 C 1Π1 in theoretical way. On comparison calculated...

Abstract The laser-induced fluorescence spectra of the InCl molecule over range 266.5–287.0nm and 332.0–373.0nm are reported assigned to C1Π1-X1Σ+, B3Π1-X1Σ+, or A3Π0-X1Σ+ transitions. It is first time those radiative lifetimes C1Π1 B3Π1 states have been measured by fluorescence. collision-free lifetime τ0 = 353(7)ns a quenching rate constant k Q 1.985(0.010)x 10-10 cm3 molecule-1 s-1 proposed for 11(1)ns states. From Franck-Condon factors qv″v′ v′ - v″ transitions, electronic transition...