Joint multi-dimensional dynamic attention and transformer for general image restoration

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Zhang, Huan, Zhang, Xu, Cai, Nian, Di, Jianglei, Zhang, Yun
Natura:	Preprint
Pubblicazione:	2024
Soggetti:	Computer Vision and Pattern Recognition
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

Low-latency vision transformers via large-scale multi-head attention
di: Gross, Ronit D., et al.
Pubblicazione: (2025)

Multiple weather images restoration using the task transformer and adaptive mixup strategy
di: Wen, Yang, et al.
Pubblicazione: (2024)

Robust single-particle cryo-EM image denoising and restoration
di: Zhang, Jing, et al.
Pubblicazione: (2024)

MCNet: A crowd denstity estimation network based on integrating multiscale attention module
di: Guo, Qiang, et al.
Pubblicazione: (2024)

Plug-and-play linear attention with provable guarantees for training-free image restoration
di: Kidambi, Srinivasan, et al.
Pubblicazione: (2025)

Trinity Detector:text-assisted and attention mechanisms based spectral fusion for diffusion generation image detection
di: Song, Jiawei, et al.
Pubblicazione: (2024)

Hierarchical Graph Attention Network for No-Reference Omnidirectional Image Quality Assessment
di: Yang, Hao, et al.
Pubblicazione: (2025)

MPCM-Net: Multi-scale network integrates partial attention convolution with Mamba for ground-based cloud image segmentation
di: Niu, Penghui, et al.
Pubblicazione: (2025)

Learning Geodesics of Geometric Shape Deformations From Images
di: Wu, Nian, et al.
Pubblicazione: (2024)

ICHPro: Intracerebral Hemorrhage Prognosis Classification Via Joint-attention Fusion-based 3d Cross-modal Network
di: Yu, Xinlei, et al.
Pubblicazione: (2024)

Unified CNNs and transformers underlying learning mechanism reveals multi-head attention modus vivendi
di: Koresh, Ella, et al.
Pubblicazione: (2025)

Flash Window Attention: speedup the attention computation for Swin Transformer
di: Zhang, Zhendong
Pubblicazione: (2025)

Memory augment is All You Need for image restoration
di: Zhang, Xiao Feng, et al.
Pubblicazione: (2023)

Zero-shot sketch-based remote sensing image retrieval based on multi-level and attention-guided tokenization
di: Yang, Bo, et al.
Pubblicazione: (2024)

Improving underwater semantic segmentation with underwater image quality attention and muti-scale aggregation attention
di: Zuo, Xin, et al.
Pubblicazione: (2025)

Density-aware global-local attention network for point cloud segmentation
di: Li, Chade, et al.
Pubblicazione: (2024)

Towards Joint Quantization and Token Pruning of Vision-Language Models
di: Li, Xinqing, et al.
Pubblicazione: (2026)

Enhancing compact convolutional transformers with super attention
di: Leandre, Simpenzwe Honore, et al.
Pubblicazione: (2025)

JRN-Geo: A Joint Perception Network based on RGB and Normal images for Cross-view Geo-localization
di: Zhou, Hongyu, et al.
Pubblicazione: (2025)

AstroClearNet: Deep image prior for multi-frame astronomical image restoration
di: Sukurdeep, Yashil, et al.
Pubblicazione: (2025)

Multi-Contrast Fusion Module: An attention mechanism integrating multi-contrast features for fetal torso plane classification
di: Zhu, Shengjun, et al.
Pubblicazione: (2025)

TCLeaf-Net: a transformer-convolution framework with global-local attention for robust in-field lesion-level plant leaf disease detection
di: Song, Zishen, et al.
Pubblicazione: (2025)

UniTS: Unified Spatio-Temporal Generative Model for Remote Sensing
di: Zhang, Yuxiang, et al.
Pubblicazione: (2025)

Category-aware EEG image generation based on wavelet transform and contrast semantic loss
di: Zhang, Enshang, et al.
Pubblicazione: (2025)

ClearAIR: A Human-Visual-Perception-Inspired All-in-One Image Restoration
di: Zhang, Xu, et al.
Pubblicazione: (2026)

CoSDH: Communication-Efficient Collaborative Perception via Supply-Demand Awareness and Intermediate-Late Hybridization
di: Xu, Junhao, et al.
Pubblicazione: (2025)

UNet-AF: An alias-free UNet for image restoration
di: Scanvic, Jérémy, et al.
Pubblicazione: (2026)

Emulating Self-attention with Convolution for Efficient Image Super-Resolution
di: Lee, Dongheon, et al.
Pubblicazione: (2025)

SMMT: Siamese Motion Mamba with Self-attention for Thermal Infrared Target Tracking
di: Zhang, Shang, et al.
Pubblicazione: (2025)

Atmospheric turbulence restoration by diffeomorphic image registration and blind deconvolution
di: Gilles, Jerome, et al.
Pubblicazione: (2024)

Color image restoration based on nonlocal saturation-value similarity
di: Wang, Wei, et al.
Pubblicazione: (2026)

Deep Learning based Joint Geometry and Attribute Up-sampling for Large-Scale Colored Point Clouds
di: Zhang, Yun, et al.
Pubblicazione: (2025)

KP-RED: Exploiting Semantic Keypoints for Joint 3D Shape Retrieval and Deformation
di: Zhang, Ruida, et al.
Pubblicazione: (2024)

Probabilistic smooth attention for deep multiple instance learning in medical imaging
di: Castro-Macías, Francisco M., et al.
Pubblicazione: (2025)

Perceive-IR: Learning to Perceive Degradation Better for All-in-One Image Restoration
di: Zhang, Xu, et al.
Pubblicazione: (2024)

UniUIR: Considering Underwater Image Restoration as An All-in-One Learner
di: Zhang, Xu, et al.
Pubblicazione: (2025)

Object-Conditioned Energy-Based Attention Map Alignment in Text-to-Image Diffusion Models
di: Zhang, Yasi, et al.
Pubblicazione: (2024)

MultiTaskVIF: Segmentation-oriented visible and infrared image fusion via multi-task learning
di: Zhao, Zixian, et al.
Pubblicazione: (2025)

Pruning Self-attentions into Convolutional Layers in Single Path
di: He, Haoyu, et al.
Pubblicazione: (2021)

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
ui	"standard"
language	"it"
VUFIND_SESSION	"7b5606aa30701236467c56e3477ff155"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790970676.0179 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "7b5606aa30701236467c56e3477ff155" ]`]
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	"ui=standard; language=it; VUFIND_SESSION=7b5606aa30701236467c56e3477ff155"
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	"28155"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2411_07893/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2411_07893/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790970676.0138
REQUEST_TIME	1790970676

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler