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Bibliographic Details
Main Authors:	Li, Shucong, Liu, Zhenyu, Hong, Zijie, Zhou, Zhiheng, Cao, Xianghai
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	https://arxiv.org/abs/2509.07327
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COMO: Cross-Mamba Interaction and Offset-Guided Fusion for Multimodal Object Detection
by: Liu, Chang, et al.
Published: (2024)

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

DLRMamba: Distilling Low-Rank Mamba for Edge Multispectral Fusion Object Detection
by: Zhang, Qianqian, et al.
Published: (2026)

MambaTrack: Exploiting Dual-Enhancement for Night UAV Tracking
by: Zhang, Chunhui, et al.
Published: (2024)

SFFNet: Synergistic Feature Fusion Network With Dual-Domain Edge Enhancement for UAV Image Object Detection
by: Zhang, Wenfeng, et al.
Published: (2026)

MSCrackMamba: Leveraging Vision Mamba for Crack Detection in Fused Multispectral Imagery
by: Zhu, Qinfeng, et al.
Published: (2024)

Multimodal Feature Fusion Network with Text Difference Enhancement for Remote Sensing Change Detection
by: Zhou, Yijun, et al.
Published: (2025)

Rethinking Early-Fusion Strategies for Improved Multispectral Object Detection
by: Zhang, Xue, et al.
Published: (2024)

DMM: Disparity-guided Multispectral Mamba for Oriented Object Detection in Remote Sensing
by: Zhou, Minghang, et al.
Published: (2024)

MDDFNet: Mamba-based Dynamic Dual Fusion Network for Traffic Sign Detection
by: Yu, TianYi
Published: (2025)

Dual Prompt-Driven Feature Encoding for Nighttime UAV Tracking
by: Wang, Yiheng, et al.
Published: (2026)

Fore-Mamba3D: Mamba-based Foreground-Enhanced Encoding for 3D Object Detection
by: Ning, Zhiwei, et al.
Published: (2026)

Dual-Domain Homogeneous Fusion with Cross-Modal Mamba and Progressive Decoder for 3D Object Detection
by: Hu, Xuzhong, et al.
Published: (2025)

Large Language Model Guided Progressive Feature Alignment for Multimodal UAV Object Detection
by: Wu, Wentao, et al.
Published: (2025)

MambaRefine-YOLO: A Dual-Modality Small Object Detector for UAV Imagery
by: Cao, Shuyu, et al.
Published: (2025)

MambaSOD: Dual Mamba-Driven Cross-Modal Fusion Network for RGB-D Salient Object Detection
by: Zhan, Yue, et al.
Published: (2024)

Selective Visual Prompting in Vision Mamba
by: Yao, Yifeng, et al.
Published: (2024)

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

DIFFUMA: High-Fidelity Spatio-Temporal Video Prediction via Dual-Path Mamba and Diffusion Enhancement
by: Xie, Xinyu, et al.
Published: (2025)

Hero-Mamba: Mamba-based Dual Domain Learning for Underwater Image Enhancement
by: Pokuri, Tejeswar, et al.
Published: (2026)

Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection
by: Senadeera, Damith Chamalke, et al.
Published: (2025)

TrackingMiM: Efficient Mamba-in-Mamba Serialization for Real-time UAV Object Tracking
by: Liu, Bingxi, et al.
Published: (2025)

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

Toward Faithful Segmentation Attribution via Benchmarking and Dual-Evidence Fusion
by: Sakib, Abu Noman Md, et al.
Published: (2026)

WDFFU-Mamba: A Wavelet-guided Dual-attention Feature Fusion Mamba for Breast Tumor Segmentation in Ultrasound Images
by: Cai, Guoping, et al.
Published: (2025)

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

PIF-Net: Ill-Posed Prior Guided Multispectral and Hyperspectral Image Fusion via Invertible Mamba and Fusion-Aware LoRA
by: Li, Baisong, et al.
Published: (2025)

LEAF-Mamba: Local Emphatic and Adaptive Fusion State Space Model for RGB-D Salient Object Detection
by: Wu, Lanhu, et al.
Published: (2025)

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection
by: Sun, Jianlin, et al.
Published: (2025)

Efficient Feature Fusion for UAV Object Detection
by: Wang, Xudong, et al.
Published: (2025)

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

Strip-Fusion: Spatiotemporal Fusion for Multispectral Pedestrian Detection
by: Kanu-Asiegbu, Asiegbu Miracle, et al.
Published: (2026)

DMS2F-HAD: A Dual-branch Mamba-based Spatial-Spectral Fusion Network for Hyperspectral Anomaly Detection
by: Pant, Aayushma, et al.
Published: (2026)

Optimizing Multispectral Object Detection: A Bag of Tricks and Comprehensive Benchmarks
by: Zhou, Chen, et al.
Published: (2024)

CellMamba: Adaptive Mamba for Accurate and Efficient Cell Detection
by: Liu, Ruochen, et al.
Published: (2025)

ME-Mamba: Multi-Expert Mamba with Efficient Knowledge Capture and Fusion for Multimodal Survival Analysis
by: Zhang, Chengsheng, et al.
Published: (2025)

SO-DETR: Leveraging Dual-Domain Features and Knowledge Distillation for Small Object Detection
by: Zhang, Huaxiang, et al.
Published: (2025)

IRDFusion: Iterative Relation-Map Difference guided Feature Fusion for Multispectral Object Detection
by: Shen, Jifeng, 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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