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Bibliographic Details
Main Authors:	Ying, Xinru, Mo, Jiaqi, Lin, Jingyang, Jin, Canghong, Wang, Fangfang, Wei, Lina
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2506.03473
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VideoFusion: A Spatio-Temporal Collaborative Network for Multi-modal Video Fusion
by: Tang, Linfeng, et al.
Published: (2025)

MambaFusion: Height-Fidelity Dense Global Fusion for Multi-modal 3D Object Detection
by: Wang, Hanshi, et al.
Published: (2025)

FusionMamba: Dynamic Feature Enhancement for Multimodal Image Fusion with Mamba
by: Xie, Xinyu, et al.
Published: (2024)

StyMam: A Mamba-Based Generator for Artistic Style Transfer
by: Hong, Zhou, et al.
Published: (2026)

Interactive Spatial-Frequency Fusion Mamba for Multi-Modal Image Fusion
by: Zhu, Yixin, et al.
Published: (2026)

Dual Learning with Dynamic Knowledge Distillation and Soft Alignment for Partially Relevant Video Retrieval
by: Dong, Jianfeng, et al.
Published: (2025)

Knowledge-Refined Dual Context-Aware Network for Partially Relevant Video Retrieval
by: Yang, Junkai, et al.
Published: (2026)

Towards Efficient Partially Relevant Video Retrieval with Active Moment Discovering
by: Song, Peipei, et al.
Published: (2025)

Evidential Deep Partial Multi-View Classification With Discount Fusion
by: Huang, Haojian, et al.
Published: (2024)

MambaVF: State Space Model for Efficient Video Fusion
by: Zhao, Zixiang, et al.
Published: (2026)

GMMFormer v2: An Uncertainty-aware Framework for Partially Relevant Video Retrieval
by: Wang, Yuting, et al.
Published: (2024)

Relevance-guided Audio Visual Fusion for Video Saliency Prediction
by: Yu, Li, et al.
Published: (2024)

DepthMamba with Adaptive Fusion
by: Meng, Zelin, et al.
Published: (2024)

Mitigating Semantic Collapse in Partially Relevant Video Retrieval
by: Moon, WonJun, et al.
Published: (2025)

Uneven Event Modeling for Partially Relevant Video Retrieval
by: Zhu, Sa, et al.
Published: (2025)

MambaDFuse: A Mamba-based Dual-phase Model for Multi-modality Image Fusion
by: Li, Zhe, et al.
Published: (2024)

Enhancing Partially Relevant Video Retrieval with Robust Alignment Learning
by: Zhang, Long, et al.
Published: (2025)

MambaDSF: Multi-Scale SSM with Dilated Feature Fusion for Sonar Small Target Detection
by: Lin, Hui, et al.
Published: (2026)

Self-distilled Dynamic Fusion Network for Language-based Fashion Retrieval
by: Wu, Yiming, et al.
Published: (2024)

HLFormer: Enhancing Partially Relevant Video Retrieval with Hyperbolic Learning
by: Li, Jun, et al.
Published: (2025)

UAVD-Mamba: Deformable Token Fusion Vision Mamba for Multimodal UAV Detection
by: Li, Wei, et al.
Published: (2025)

Multi-scale Temporal Fusion Transformer for Incomplete Vehicle Trajectory Prediction
by: Liu, Zhanwen, et al.
Published: (2024)

MambaOVSR: Multiscale Fusion with Global Motion Modeling for Chinese Opera Video Super-Resolution
by: Chang, Hua, et al.
Published: (2025)

Spatial-Frequency Enhanced Mamba for Multi-Modal Image Fusion
by: Sun, Hui, et al.
Published: (2025)

EVM-Fusion: An Explainable Vision Mamba Architecture with Neural Algorithmic Fusion
by: Yang, Zichuan, et al.
Published: (2025)

Improving Video Corpus Moment Retrieval with Partial Relevance Enhancement
by: Hou, Danyang, et al.
Published: (2024)

Laplace-Mamba: Laplace Frequency Prior-Guided Mamba-CNN Fusion Network for Image Dehazing
by: Wang, Yongzhen, et al.
Published: (2025)

RGBT Tracking via All-layer Multimodal Interactions with Progressive Fusion Mamba
by: Lu, Andong, et al.
Published: (2024)

WaveMamba: Wavelet-Driven Mamba Fusion for RGB-Infrared Object Detection
by: Zhu, Haodong, et al.
Published: (2025)

Ambiguity-Restrained Text-Video Representation Learning for Partially Relevant Video Retrieval
by: Cho, CH, et al.
Published: (2025)

Revisiting Uncertainty: On Evidential Learning for Partially Relevant Video Retrieval
by: Li, Jun, et al.
Published: (2026)

MambaCAFU: Hybrid Multi-Scale and Multi-Attention Model with Mamba-Based Fusion for Medical Image Segmentation
by: Bui, T-Mai, et al.
Published: (2025)

XFMamba: Cross-Fusion Mamba for Multi-View Medical Image Classification
by: Zheng, Xiaoyu, et al.
Published: (2025)

Enhanced Partially Relevant Video Retrieval through Inter- and Intra-Sample Analysis with Coherence Prediction
by: Ren, Junlong, et al.
Published: (2025)

Prototypes are Balanced Units for Efficient and Effective Partially Relevant Video Retrieval
by: Moon, WonJun, et al.
Published: (2025)

Fusion-Mamba for Cross-modality Object Detection
by: Dong, Wenhao, et al.
Published: (2024)

MMR-Mamba: Multi-Modal MRI Reconstruction with Mamba and Spatial-Frequency Information Fusion
by: Zou, Jing, et al.
Published: (2024)

Soften to Defend: Towards Adversarial Robustness via Self-Guided Label Refinement
by: Yu, Daiwei, et al.
Published: (2024)

milliMamba: Specular-Aware Human Pose Estimation via Dual mmWave Radar with Multi-Frame Mamba Fusion
by: Kini, Niraj Prakash, et al.
Published: (2025)

if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

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