Boosting Open-Domain Continual Learning via Leveraging Intra-domain Category-aware Prototype

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Lu, Yadong, Zhao, Shitian, Yun, Boxiang, Jiang, Dongsheng, Li, Yin, Li, Qingli, Wang, Yan
Formato:	Preprint
Publicado:	2024
Materias:	Computer Vision and Pattern Recognition
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

Historical Report Guided Bi-modal Concurrent Learning for Pathology Report Generation
por: Zhang, Ling, et al.
Publicado: (2025)

Dictionary-based Pathology Mining with Hard-instance-assisted Classifier Debiasing for Genetic Biomarker Prediction from WSIs
por: Zhang, Ling, et al.
Publicado: (2026)

Prompting Whole Slide Image Based Genetic Biomarker Prediction
por: Zhang, Ling, et al.
Publicado: (2024)

I$^3$Net: Inter-Intra-slice Interpolation Network for Medical Slice Synthesis
por: Song, Haofei, et al.
Publicado: (2024)

Dataset Distillation via Vision-Language Category Prototype
por: Zou, Yawen, et al.
Publicado: (2025)

Domain-aware Category-level Geometry Learning Segmentation for 3D Point Clouds
por: He, Pei, et al.
Publicado: (2025)

Towards Source-free Domain Adaptive Semantic Segmentation via Importance-aware and Prototype-contrast Learning
por: Cao, Yihong, et al.
Publicado: (2023)

Generalized Category Discovery in Hyperspectral Images via Prototype Subspace Modeling
por: Li, Xianlu, et al.
Publicado: (2025)

IIDM: Inter and Intra-domain Mixing for Semi-supervised Domain Adaptation in Semantic Segmentation
por: Fu, Weifu, et al.
Publicado: (2023)

PyVision-RL: Forging Open Agentic Vision Models via RL
por: Zhao, Shitian, et al.
Publicado: (2026)

ActPrompt: In-Domain Feature Adaptation via Action Cues for Video Temporal Grounding
por: Wang, Yubin, et al.
Publicado: (2024)

Uncertainty-aware Prototype Learning with Variational Inference for Few-shot Point Cloud Segmentation
por: Zhao, Yifei, et al.
Publicado: (2026)

Geometry-aware Prototype Learning for Cross-domain Few-shot Medical Image Segmentation
por: Song, Feifan, et al.
Publicado: (2026)

Label Filling via Mixed Supervision for Medical Image Segmentation from Noisy Annotations
por: Li, Ming, et al.
Publicado: (2024)

Neighborhood Commonality-aware Evolution Network for Continuous Generalized Category Discovery
por: Wang, Ye, et al.
Publicado: (2024)

DeepRFTv2: Kernel-level Learning for Image Deblurring
por: Mao, Xintian, et al.
Publicado: (2025)

Leveraging Text Localization for Scene Text Removal via Text-aware Masked Image Modeling
por: Wang, Zixiao, et al.
Publicado: (2024)

Boosting SAM for Cross-Domain Few-Shot Segmentation via Conditional Point Sparsification
por: Nie, Jiahao, et al.
Publicado: (2026)

Confusing Pair Correction Based on Category Prototype for Domain Adaptation under Noisy Environments
por: Zhi, Churan, et al.
Publicado: (2024)

Prototypical Hash Encoding for On-the-Fly Fine-Grained Category Discovery
por: Zheng, Haiyang, et al.
Publicado: (2024)

IntraStyler: Intra-Domain Style Synthesis for Cross-Modality MRI Domain Adaptation
por: Liu, Han, et al.
Publicado: (2026)

AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring
por: Mao, Xintian, et al.
Publicado: (2024)

3DRot: Rediscovering the Missing Primitive for RGB-Based 3D Augmentation
por: Yang, Shitian, et al.
Publicado: (2025)

Dynamic Multimodal Prototype Learning in Vision-Language Models
por: Zhu, Xingyu, et al.
Publicado: (2025)

Effective Prompt Pool Learning for Continual Category Discovery
por: Cendra, Fernando Julio, et al.
Publicado: (2024)

Learning with Alignments: Tackling the Inter- and Intra-domain Shifts for Cross-multidomain Facial Expression Recognition
por: Yang, Yuxiang, et al.
Publicado: (2024)

Towards Robust Visual Continual Learning with Multi-Prototype Supervision
por: Liu, Xiwei, et al.
Publicado: (2025)

CoLeCLIP: Open-Domain Continual Learning via Joint Task Prompt and Vocabulary Learning
por: Li, Yukun, et al.
Publicado: (2024)

DECODE: Domain-aware Continual Domain Expansion for Motion Prediction
por: Li, Boqi, et al.
Publicado: (2024)

Cross- and Intra-image Prototypical Learning for Multi-label Disease Diagnosis and Interpretation
por: Wang, Chong, et al.
Publicado: (2024)

LiteVGGT: Boosting Vanilla VGGT via Geometry-aware Cached Token Merging
por: Shu, Zhijian, et al.
Publicado: (2025)

ClusterStyle: Modeling Intra-Style Diversity with Prototypical Clustering for Stylized Motion Generation
por: Chen, Kerui, et al.
Publicado: (2025)

Unsupervised Cross-Domain Image Retrieval via Prototypical Optimal Transport
por: Li, Bin, et al.
Publicado: (2024)

Med-R1: Reinforcement Learning for Generalizable Medical Reasoning in Vision-Language Models
por: Lai, Yuxiang, et al.
Publicado: (2025)

Boosting Reasoning in Large Multimodal Models via Activation Replay
por: Xing, Yun, et al.
Publicado: (2025)

Prompt Disentanglement via Language Guidance and Representation Alignment for Domain Generalization
por: Cheng, De, et al.
Publicado: (2025)

Domain-invariant Prototypes for Semantic Segmentation
por: Yang, Zhengeng, et al.
Publicado: (2022)

Boosting Continual Learning of Vision-Language Models via Mixture-of-Experts Adapters
por: Yu, Jiazuo, et al.
Publicado: (2024)

LG-Gaze: Learning Geometry-aware Continuous Prompts for Language-Guided Gaze Estimation
por: Yin, Pengwei, et al.
Publicado: (2024)

ViTNF: Leveraging Neural Fields to Boost Vision Transformers in Generalized Category Discovery
por: Su, Jiayi, et al.
Publicado: (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'

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
language	"es"
VUFIND_SESSION	"c046ea49ecb9f06d05e24a94f8b49925"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790987119.2818 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "c046ea49ecb9f06d05e24a94f8b49925" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1433}
SessionHelper	Laminas\Stdlib\ArrayObject {#1759}

Server/Request Data

Key	Value
REDIRECT_VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
REDIRECT_HTTPS	"on"
REDIRECT_SSL_TLS_SNI	"info.umar.mx"
REDIRECT_STATUS	"200"
VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
HTTPS	"on"
SSL_TLS_SNI	"info.umar.mx"
HTTP_ACCEPT	"/"
HTTP_USER_AGENT	"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_COOKIE	"language=es; VUFIND_SESSION=c046ea49ecb9f06d05e24a94f8b49925; ui=standard"
HTTP_ACCEPT_ENCODING	"gzip, br, zstd, deflate"
HTTP_HOST	"info.umar.mx"
PATH	"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/snap/bin"
SERVER_SIGNATURE	"<address>Apache/2.4.66 (Ubuntu) Server at info.umar.mx Port 443</address>\n"
SERVER_SOFTWARE	"Apache/2.4.66 (Ubuntu)"
SERVER_NAME	"info.umar.mx"
SERVER_ADDR	"200.23.222.19"
SERVER_PORT	"443"
REMOTE_ADDR	"216.73.217.142"
DOCUMENT_ROOT	"/usr/local/vufind/public"
REQUEST_SCHEME	"https"
CONTEXT_PREFIX	""
CONTEXT_DOCUMENT_ROOT	"/usr/local/vufind/public"
SERVER_ADMIN	"admin@localhost"
SCRIPT_FILENAME	"/usr/local/vufind/public/index.php"
REMOTE_PORT	"30181"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2408_09984/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2408_09984/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790987119.2772
REQUEST_TIME	1790987119

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler