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Bibliographic Details
Main Authors:	Li, Boyi, Zhang, Ce, Timmerman, Richard M., Bao, Wenxuan
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2509.00598
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ConInfer: Context-Aware Inference for Training-Free Open-Vocabulary Remote Sensing Segmentation
by: Chen, Wenyang, et al.
Published: (2026)

DGL: Dynamic Global-Local Prompt Tuning for Text-Video Retrieval
by: Yang, Xiangpeng, et al.
Published: (2024)

Semantic Guided Large Scale Factor Remote Sensing Image Super-resolution with Generative Diffusion Prior
by: Wang, Ce, et al.
Published: (2024)

Decouple and Rectify: Semantics-Preserving Structural Enhancement for Open-Vocabulary Remote Sensing Segmentation
by: Feng, Jie, et al.
Published: (2026)

Threshold Attention Network for Semantic Segmentation of Remote Sensing Images
by: Long, Wei, et al.
Published: (2025)

Image-Conditioned Instance Prompt Network for Referring Remote Sensing Image Segmentation
by: Ren, Biaoyu, et al.
Published: (2026)

Kolmogorov-Arnold Network for Remote Sensing Image Semantic Segmentation
by: Ma, Xianping, et al.
Published: (2025)

Center-guided Classifier for Semantic Segmentation of Remote Sensing Images
by: Zhang, Wei, et al.
Published: (2025)

Semantic Localization Guiding Segment Anything Model For Reference Remote Sensing Image Segmentation
by: Li, Shuyang, et al.
Published: (2025)

Source-Free Domain Adaptive Semantic Segmentation of Remote Sensing Images with Diffusion-Guided Label Enrichment
by: Liu, Wenjie, et al.
Published: (2025)

Enabling Training-Free Text-Based Remote Sensing Segmentation
by: Sosa, Jose, et al.
Published: (2026)

RSRefSeg 2: Decoupling Referring Remote Sensing Image Segmentation with Foundation Models
by: Chen, Keyan, et al.
Published: (2025)

Towards Open-Vocabulary Remote Sensing Image Semantic Segmentation
by: Ye, Chengyang, et al.
Published: (2024)

Bridging Semantics and Geometry: A Decoupled LVLM-SAM Framework for Reasoning Segmentation in Optical Remote Sensing
by: Zhang, Xu, et al.
Published: (2025)

A Global-Local Cross-Attention Network for Ultra-high Resolution Remote Sensing Image Semantic Segmentation
by: Yi, Chen, et al.
Published: (2025)

Multilingual Training-Free Remote Sensing Image Captioning
by: Rebelo, Carlos, et al.
Published: (2025)

Structure-Semantic Decoupled Modulation of Global Geospatial Embeddings for High-Resolution Remote Sensing Mapping
by: Lyu, Jienan, et al.
Published: (2026)

Training-Free Class Purification for Open-Vocabulary Semantic Segmentation
by: Chen, Qi, et al.
Published: (2025)

SegEarth-OV: Towards Training-Free Open-Vocabulary Segmentation for Remote Sensing Images
by: Li, Kaiyu, et al.
Published: (2024)

Annotation-Free Open-Vocabulary Segmentation for Remote-Sensing Images
by: Li, Kaiyu, et al.
Published: (2025)

Open-Vocabulary Remote Sensing Image Semantic Segmentation
by: Cao, Qinglong, et al.
Published: (2024)

Decomposition-based Unsupervised Domain Adaptation for Remote Sensing Image Semantic Segmentation
by: Ma, Xianping, et al.
Published: (2024)

EMRA-proxy: Enhancing Multi-Class Region Semantic Segmentation in Remote Sensing Images with Attention Proxy
by: Yu, Yichun, et al.
Published: (2025)

Samba: Semantic Segmentation of Remotely Sensed Images with State Space Model
by: Zhu, Qinfeng, et al.
Published: (2024)

Semantic-Spatial Feature Fusion with Dynamic Graph Refinement for Remote Sensing Image Captioning
by: Liu, Maofu, et al.
Published: (2025)

Remote Sensing Image Classification with Decoupled Knowledge Distillation
by: He, Yaping, et al.
Published: (2025)

ModuSeg: Decoupling Object Discovery and Semantic Retrieval for Training-Free Weakly Supervised Segmentation
by: He, Qingze, et al.
Published: (2026)

S5: Scalable Semi-Supervised Semantic Segmentation in Remote Sensing
by: Lv, Liang, et al.
Published: (2025)

Spectral-Aware Global Fusion for RGB-Thermal Semantic Segmentation
by: Zhang, Ce, et al.
Published: (2025)

Learning to Aggregate Multi-Scale Context for Instance Segmentation in Remote Sensing Images
by: Liu, Ye, et al.
Published: (2021)

TEFormer: Texture-Aware and Edge-Guided Transformer for Semantic Segmentation of Urban Remote Sensing Images
by: Zhou, Guoyu, et al.
Published: (2025)

Map-Assisted Remote-Sensing Image Compression at Extremely Low Bitrates
by: Ye, Yixuan, et al.
Published: (2024)

GeoSeg: Training-Free Reasoning-Driven Segmentation in Remote Sensing Imagery
by: Jiang, Lifan, et al.
Published: (2026)

TNet: Terrace Convolutional Decoder Network for Remote Sensing Image Semantic Segmentation
by: Dai, Chengqian, et al.
Published: (2025)

Efficient Semantic Splatting for Remote Sensing Multi-view Segmentation
by: Qi, Zipeng, et al.
Published: (2024)

Referring Remote Sensing Image Segmentation with Cross-view Semantics Interaction Network
by: Yang, Jiaxing, et al.
Published: (2025)

ELGC-Net: Efficient Local-Global Context Aggregation for Remote Sensing Change Detection
by: Noman, Mubashir, et al.
Published: (2024)

RS3Mamba: Visual State Space Model for Remote Sensing Images Semantic Segmentation
by: Ma, Xianping, et al.
Published: (2024)

SiamSeg: Self-Training with Contrastive Learning for Unsupervised Domain Adaptation Semantic Segmentation in Remote Sensing
by: Wang, Bin, et al.
Published: (2024)

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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