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Bibliographic Details
Main Authors:	Wang, Chen, Zhang, Liyuan, Hui, Le, Liu, Qi, Dai, Yuchao
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2502.16488
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STENet: Superpixel Token Enhancing Network for RGB-D Salient Object Detection
by: Chen, Jianlin, et al.
Published: (2026)

Dual Mutual Learning Network with Global-local Awareness for RGB-D Salient Object Detection
by: Yi, Kang, et al.
Published: (2025)

Point-aware Interaction and CNN-induced Refinement Network for RGB-D Salient Object Detection
by: Cong, Runmin, et al.
Published: (2023)

3D Geometry-aware Deformable Gaussian Splatting for Dynamic View Synthesis
by: Lu, Zhicheng, et al.
Published: (2024)

Pluralistic Salient Object Detection
by: Feng, Xuelu, et al.
Published: (2024)

Unified Unsupervised Salient Object Detection via Knowledge Transfer
by: Yuan, Yao, et al.
Published: (2024)

Rapid Salient Object Detection with Difference Convolutional Neural Networks
by: Su, Zhuo, et al.
Published: (2025)

Salient Object Detection in RGB-D Videos
by: Mou, Ao, et al.
Published: (2023)

Seamless Detection: Unifying Salient Object Detection and Camouflaged Object Detection
by: Liu, Yi, et al.
Published: (2024)

Quality-aware Selective Fusion Network for V-D-T Salient Object Detection
by: Bao, Liuxin, et al.
Published: (2024)

Uncertainty Guided Refinement for Fine-Grained Salient Object Detection
by: Yuan, Yao, et al.
Published: (2025)

SSFam: Scribble Supervised Salient Object Detection Family
by: Liu, Zhengyi, et al.
Published: (2024)

Visual Consensus Prompting for Co-Salient Object Detection
by: Wang, Jie, et al.
Published: (2025)

SAMSOD: Rethinking SAM Optimization for RGB-T Salient Object Detection
by: Liu, Zhengyi, et al.
Published: (2025)

Salient Object Detection From Arbitrary Modalities
by: Huang, Nianchang, et al.
Published: (2024)

FLIM-based Salient Object Detection Networks with Adaptive Decoders
by: Soares, Gilson Junior, et al.
Published: (2025)

Flyweight FLIM Networks for Salient Object Detection in Biomedical Images
by: Joao, Leonardo M., et al.
Published: (2025)

Learning Dynamic Structural Specialization for Underwater Salient Object Detection
by: Hong, Lin, et al.
Published: (2026)

Re-thinking Co-Salient Object Detection
by: Fan, Deng-Ping, et al.
Published: (2020)

GAPNet: A Lightweight Framework for Image and Video Salient Object Detection via Granularity-Aware Paradigm
by: Wu, Yu-Huan, et al.
Published: (2025)

Instance-Level Moving Object Segmentation from a Single Image with Events
by: Wan, Zhexiong, et al.
Published: (2025)

DMSSN: Distilled Mixed Spectral-Spatial Network for Hyperspectral Salient Object Detection
by: Qin, Haolin, et al.
Published: (2024)

Salient Objects in Clutter
by: Fan, Deng-Ping, et al.
Published: (2021)

A Saliency Enhanced Feature Fusion based multiscale RGB-D Salient Object Detection Network
by: Huang, Rui, et al.
Published: (2024)

LFSamba: Marry SAM with Mamba for Light Field Salient Object Detection
by: Liu, Zhengyi, et al.
Published: (2024)

VSCode: General Visual Salient and Camouflaged Object Detection with 2D Prompt Learning
by: Luo, Ziyang, et al.
Published: (2023)

Modality Prompts for Arbitrary Modality Salient Object Detection
by: Huang, Nianchang, et al.
Published: (2024)

Distribution-Specific Learning for Joint Salient and Camouflaged Object Detection
by: Hao, Chao, et al.
Published: (2025)

Deep Fourier-embedded Network for RGB and Thermal Salient Object Detection
by: Lyu, Pengfei, et al.
Published: (2024)

Motion-aware Memory Network for Fast Video Salient Object Detection
by: Zhao, Xing, et al.
Published: (2022)

GUPNet++: Geometry Uncertainty Propagation Network for Monocular 3D Object Detection
by: Lu, Yan, et al.
Published: (2023)

A Simple yet Effective Network based on Vision Transformer for Camouflaged Object and Salient Object Detection
by: Hao, Chao, et al.
Published: (2024)

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

Unified-modal Salient Object Detection via Adaptive Prompt Learning
by: Wang, Kunpeng, et al.
Published: (2023)

UCDNet: Multi-UAV Collaborative 3D Object Detection Network by Reliable Feature Mapping
by: Tian, Pengju, et al.
Published: (2024)

UVCPNet: A UAV-Vehicle Collaborative Perception Network for 3D Object Detection
by: Wang, Yuchao, et al.
Published: (2024)

WXSOD: A Benchmark for Robust Salient Object Detection in Adverse Weather Conditions
by: Chen, Quan, et al.
Published: (2025)

Learning Adaptive Fusion Bank for Multi-modal Salient Object Detection
by: Wang, Kunpeng, et al.
Published: (2024)

UniGeo: A Unified 3D Indoor Object Detection Framework Integrating Geometry-Aware Learning and Dynamic Channel Gating
by: Yi, Xing, et al.
Published: (2026)

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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