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Main Authors:	Hu, Jian, Lin, Jiayi, Yan, Junchi, Gong, Shaogang
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2408.15205
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InvSeg: Test-Time Prompt Inversion for Semantic Segmentation
by: Lin, Jiayi, et al.
Published: (2024)

Neuro-Symbolic Spatial Reasoning in Segmentation
by: Lin, Jiayi, et al.
Published: (2025)

ViSMaP: Unsupervised Hour-long Video Summarisation by Meta-Prompting
by: Hu, Jian, et al.
Published: (2025)

CoS: Chain-of-Shot Prompting for Long Video Understanding
by: Hu, Jian, et al.
Published: (2025)

PRISM: A Promptable and Robust Interactive Segmentation Model with Visual Prompts
by: Li, Hao, et al.
Published: (2024)

Robust Promptable Video Object Segmentation
by: Lee, Sohyun, et al.
Published: (2026)

PromptHMR: Promptable Human Mesh Recovery
by: Wang, Yufu, et al.
Published: (2025)

Few-Shot Image Generation by Conditional Relaxing Diffusion Inversion
by: Cao, Yu, et al.
Published: (2024)

UniUSNet: A Promptable Framework for Universal Ultrasound Disease Prediction and Tissue Segmentation
by: Lin, Zehui, et al.
Published: (2024)

Promptable Anomaly Segmentation with SAM Through Self-Perception Tuning
by: Yang, Hui-Yue, et al.
Published: (2024)

Opportunistic Promptable Segmentation: Leveraging Routine Radiological Annotations to Guide 3D CT Lesion Segmentation
by: Church, Samuel, et al.
Published: (2026)

nnInteractive: Redefining 3D Promptable Segmentation
by: Isensee, Fabian, et al.
Published: (2025)

V-STaR: Benchmarking Video-LLMs on Video Spatio-Temporal Reasoning
by: Cheng, Zixu, et al.
Published: (2025)

Rethinking Text-Promptable Surgical Instrument Segmentation with Robust Framework
by: Choi, Tae-Min, et al.
Published: (2024)

Text Promptable Surgical Instrument Segmentation with Vision-Language Models
by: Zhou, Zijian, et al.
Published: (2023)

Text-Promptable Propagation for Referring Medical Image Sequence Segmentation
by: Yuan, Runtian, et al.
Published: (2025)

Hybrid-Learning Video Moment Retrieval across Multi-Domain Labels
by: Cai, Weitong, et al.
Published: (2024)

Training-free Zero-shot Composed Image Retrieval with Local Concept Reranking
by: Sun, Shitong, et al.
Published: (2023)

Grounding Video Reasoning in Physical Signals
by: Osmanli, Alibay, et al.
Published: (2026)

Insight Any Instance: Promptable Instance Segmentation for Remote Sensing Images
by: Li, Xuexue
Published: (2024)

MV-SAM: Multi-view Promptable Segmentation using Pointmap Guidance
by: Jeong, Yoonwoo, et al.
Published: (2026)

SegSLR: Promptable Video Segmentation for Isolated Sign Language Recognition
by: Schreiber, Sven, et al.
Published: (2025)

CLIP-Guided SAM: Parameter-Efficient Semantic Conditioning for Promptable Segmentation
by: Jalilian, Shayan, et al.
Published: (2026)

Uncertainty-quantified Rollout Policy Adaptation for Unlabelled Cross-domain Temporal Grounding
by: Hu, Jian, et al.
Published: (2025)

GraphThinker: Reinforcing Temporally Grounded Video Reasoning with Event Graph Thinking
by: Cheng, Zixu, et al.
Published: (2026)

Towards Interactive Lesion Segmentation in Whole-Body PET/CT with Promptable Models
by: Rokuss, Maximilian, et al.
Published: (2025)

PartSAM: A Scalable Promptable Part Segmentation Model Trained on Native 3D Data
by: Zhu, Zhe, et al.
Published: (2025)

M-Tuning: Prompt Tuning with Mitigated Label Bias in Open-Set Scenarios
by: Liao, Ning, et al.
Published: (2023)

Keypoint Promptable Re-Identification
by: Somers, Vladimir, et al.
Published: (2024)

ProMISe: Promptable Medical Image Segmentation using SAM
by: Wang, Jinfeng, et al.
Published: (2024)

Promptable Longitudinal Lesion Segmentation in Whole-Body CT
by: Kirchhoff, Yannick, et al.
Published: (2025)

Enhancing Zero-Shot Facial Expression Recognition by LLM Knowledge Transfer
by: Zhao, Zengqun, et al.
Published: (2024)

Temporal Score Analysis for Understanding and Correcting Diffusion Artifacts
by: Cao, Yu, et al.
Published: (2025)

SegAnyPET: Universal Promptable Segmentation from Positron Emission Tomography Images
by: Zhang, Yichi, et al.
Published: (2025)

DAMRO: Dive into the Attention Mechanism of LVLM to Reduce Object Hallucination
by: Gong, Xuan, et al.
Published: (2024)

PHAC: Promptable Human Amodal Completion
by: Noh, Seung Young, et al.
Published: (2026)

Point-SAM: Promptable 3D Segmentation Model for Point Clouds
by: Zhou, Yuchen, et al.
Published: (2024)

Mitigating Behavioral Hallucination in Multimodal Large Language Models for Sequential Images
by: You, Liangliang, et al.
Published: (2025)

PROMO: Promptable Outfitting for Efficient High-Fidelity Virtual Try-On
by: Chen, Haohua, et al.
Published: (2026)

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// 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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