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Bibliographic Details
Main Authors:	Guo, Erjian, Zhao, Zhen, Wang, Zicheng, Chen, Tong, Liu, Yunyi, Zhou, Luping
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2503.18536
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UniBrain: A Unified Model for Cross-Subject Brain Decoding
by: Wang, Zicheng, et al.
Published: (2024)

LighTDiff: Surgical Endoscopic Image Low-Light Enhancement with T-Diffusion
by: Chen, Tong, et al.
Published: (2024)

Alternate Diverse Teaching for Semi-supervised Medical Image Segmentation
by: Zhao, Zhen, et al.
Published: (2023)

Adaptive Label Correction for Robust Medical Image Segmentation with Noisy Labels
by: Qian, Chengxuan, et al.
Published: (2025)

Progressive Classifier and Feature Extractor Adaptation for Unsupervised Domain Adaptation on Point Clouds
by: Wang, Zicheng, et al.
Published: (2023)

PoinTramba: A Hybrid Transformer-Mamba Framework for Point Cloud Analysis
by: Wang, Zicheng, et al.
Published: (2024)

Deep Self-Cleansing for Medical Image Segmentation with Noisy Labels
by: Dong, Jiahua, et al.
Published: (2024)

Semi-MedRef: Semi-Supervised Medical Referring Image Segmentation with Cross-Modal Alignment
by: Li, Yuchen, et al.
Published: (2026)

From Noisy Labels to Intrinsic Structure: A Geometric-Structural Dual-Guided Framework for Noise-Robust Medical Image Segmentation
by: Wang, Tao, et al.
Published: (2025)

A Review of Longitudinal Radiology Report Generation: Dataset Composition, Methods, and Performance Evaluation
by: Zhou, Shaoyang, et al.
Published: (2025)

CRoF: CLIP-based Robust Few-shot Learning on Noisy Labels
by: Deng, Shizhuo, et al.
Published: (2024)

KARGEN: Knowledge-enhanced Automated Radiology Report Generation Using Large Language Models
by: Li, Yingshu, et al.
Published: (2024)

SURE-VQA: Systematic Understanding of Robustness Evaluation in Medical VQA Tasks
by: Kahl, Kim-Celine, et al.
Published: (2024)

FedDiv: Collaborative Noise Filtering for Federated Learning with Noisy Labels
by: Li, Jichang, et al.
Published: (2023)

S-RRG-Bench: Structured Radiology Report Generation with Fine-Grained Evaluation Framework
by: Li, Yingshu, et al.
Published: (2025)

Noisy Label Refinement with Semantically Reliable Synthetic Images
by: Li, Yingxuan, et al.
Published: (2025)

NICEST: Noisy Label Correction and Training for Robust Scene Graph Generation
by: Li, Lin, et al.
Published: (2022)

EndoOmni: Zero-Shot Cross-Dataset Depth Estimation in Endoscopy by Robust Self-Learning from Noisy Labels
by: Tian, Qingyao, et al.
Published: (2024)

GrounDiT: Grounding Diffusion Transformers via Noisy Patch Transplantation
by: Lee, Phillip Y., et al.
Published: (2024)

A Systematic Evaluation of GPT-4V's Multimodal Capability for Medical Image Analysis
by: Li, Yingshu, et al.
Published: (2023)

Robust Self-Training with Closed-loop Label Correction for Learning from Noisy Labels
by: Lin, Zhanhui, et al.
Published: (2026)

Light-VQA+: A Video Quality Assessment Model for Exposure Correction with Vision-Language Guidance
by: Zhou, Xunchu, et al.
Published: (2024)

Robust Noisy Pseudo-label Learning for Semi-supervised Medical Image Segmentation Using Diffusion Model
by: Xi, Lin, et al.
Published: (2025)

Benchmarking Real-World Medical Image Classification with Noisy Labels: Challenges, Practice, and Outlook
by: Ma, Yuan, et al.
Published: (2025)

Hard Labels In! Rethinking the Role of Hard Labels in Mitigating Local Semantic Drift
by: Cui, Jiacheng, et al.
Published: (2025)

Guiding Noisy Label Conditional Diffusion Models with Score-based Discriminator Correction
by: Cong, Dat Nguyen, et al.
Published: (2025)

PLReMix: Combating Noisy Labels with Pseudo-Label Relaxed Contrastive Representation Learning
by: Liu, Xiaoyu, et al.
Published: (2024)

SurgSora: Object-Aware Diffusion Model for Controllable Surgical Video Generation
by: Chen, Tong, et al.
Published: (2024)

ERA-Solver: Error-Robust Adams Solver for Fast Sampling of Diffusion Probabilistic Models
by: Li, Shengming, et al.
Published: (2023)

Diffusion-Based Image Editing for Breaking Robust Watermarks
by: Ni, Yunyi, et al.
Published: (2025)

Estimating Noisy Class Posterior with Part-level Labels for Noisy Label Learning
by: Zhao, Rui, et al.
Published: (2024)

Vision-Language Models are Strong Noisy Label Detectors
by: Wei, Tong, et al.
Published: (2024)

Robust Noisy Label Learning via Two-Stream Sample Distillation
by: Bai, Sihan, et al.
Published: (2024)

DiP: Taming Diffusion Models in Pixel Space
by: Chen, Zhennan, et al.
Published: (2025)

CLIPCleaner: Cleaning Noisy Labels with CLIP
by: Feng, Chen, et al.
Published: (2024)

Synergy-Guided Regional Supervision of Pseudo Labels for Semi-Supervised Medical Image Segmentation
by: Wang, Tao, et al.
Published: (2024)

Understanding Multi-Agent Reasoning with Large Language Models for Cartoon VQA
by: Wu, Tong, et al.
Published: (2026)

The Double Dilemma in Multi-Task Radiology Report Generation: A Gradient Dynamics Analysis and Solution
by: Zhang, Erjian, et al.
Published: (2026)

ScribbleVS: Scribble-Supervised Medical Image Segmentation via Dynamic Competitive Pseudo Label Selection
by: Wang, Tao, et al.
Published: (2024)

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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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