Randomized-MLP Regularization Improves Domain Adaptation and Interpretability in DINOv2

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Ortega, Joel Valdivia, Lamm, Lorenz, Eckardt, Franziska, Schworm, Benedikt, Jasnin, Marion, Peng, Tingying
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Mitigating Domain Drift in Multi Species Segmentation with DINOv2: A Cross-Domain Evaluation in Herbicide Research Trials
by: Picon, Artzai, et al.
Published: (2025)

MM-UNet: A Mixed MLP Architecture for Improved Ophthalmic Image Segmentation
by: Xiao, Zunjie, et al.
Published: (2024)

DINOv3 with Test-Time Training for Medical Image Registration
by: Wang, Shansong, et al.
Published: (2025)

FastDINOv2: Frequency Based Curriculum Learning Improves Robustness and Training Speed
by: Zhang, Jiaqi, et al.
Published: (2025)

Graph Residual Noise Learner Network for Brain Connectivity Graph Prediction
by: Demirbilek, Oytun, et al.
Published: (2024)

dinov3.seg: Open-Vocabulary Semantic Segmentation with DINOv3
by: Dutta, Saikat, et al.
Published: (2026)

General Purpose Image Encoder DINOv2 for Medical Image Registration
by: Song, Xinrui, et al.
Published: (2024)

DINOv3 Meets YOLO26 for Weed Detection in Vegetable Crops
by: Deng, Boyang, et al.
Published: (2026)

Evaluating General Purpose Vision Foundation Models for Medical Image Analysis: An Experimental Study of DINOv2 on Radiology Benchmarks
by: Baharoon, Mohammed, et al.
Published: (2023)

DINOv3 as a Frozen Encoder for CRPS-Oriented Probabilistic Rainfall Nowcasting
by: Filho, Luciano Araujo Dourado, et al.
Published: (2025)

Training Transitive and Commutative Multimodal Transformers with LoReTTa
by: Tran, Manuel, et al.
Published: (2023)

Medical Slice Transformer: Improved Diagnosis and Explainability on 3D Medical Images with DINOv2
by: Müller-Franzes, Gustav, et al.
Published: (2024)

Training Frozen Feature Pyramid DINOv2 for Eyelid Measurements with Infinite Encoding and Orthogonal Regularization
by: Chen, Chun-Hung
Published: (2025)

GraphMLP: A Graph MLP-Like Architecture for 3D Human Pose Estimation
by: Li, Wenhao, et al.
Published: (2022)

Revealing the Semantic Selection Gap in DINOv3 through Training-Free Few-Shot Segmentation
by: Zakir, Hussni Mohd, et al.
Published: (2026)

Group Orthogonalization Regularization For Vision Models Adaptation and Robustness
by: Kurtz, Yoav, et al.
Published: (2023)

See Through the Noise: Improving Domain Generalization in Gaze Estimation
by: Peng, Yanming, et al.
Published: (2026)

Changes in Gaza: DINOv3-Powered Multi-Class Change Detection for Damage Assessment in Conflict Zones
by: Zheng, Kai, et al.
Published: (2025)

DINOv2 Rocks Geological Image Analysis: Classification, Segmentation, and Interpretability
by: Brondolo, Florent, et al.
Published: (2024)

Low-resource finetuning of foundation models beats state-of-the-art in histopathology
by: Roth, Benedikt, et al.
Published: (2024)

Lightweight Data-Free Denoising for Detail-Preserving Biomedical Image Restoration
by: Chobola, Tomáš, et al.
Published: (2025)

Regularizing Subspace Redundancy of Low-Rank Adaptation
by: Zhu, Yue, et al.
Published: (2025)

Open-Set Domain Adaptation for Semantic Segmentation
by: Choe, Seun-An, et al.
Published: (2024)

An Example for Domain Adaptation Using CycleGAN
by: Zhao, Yanhua
Published: (2026)

Rethinking Unsupervised Domain Adaptation for Semantic Segmentation
by: Wang, Zhijie, et al.
Published: (2022)

Domain Adaptation of VLM for Soccer Video Understanding
by: Jiang, Tiancheng, et al.
Published: (2025)

Temporal vs. Spatial: Comparing DINOv3 and V-JEPA2 Feature Representations for Video Action Analysis
by: Kodathala, Sai Varun, et al.
Published: (2025)

Lightweight Distillation of SAM 3 and DINOv3 for Edge-Deployable Individual-Level Livestock Monitoring and Longitudinal Visual Analytics
by: Yang, Haiyu, et al.
Published: (2026)

Addressing Domain Shift via Imbalance-Aware Domain Adaptation in Embryo Development Assessment
by: Li, Lei, et al.
Published: (2025)

Domain Adaptation for Image Classification of Defects in Semiconductor Manufacturing
by: Poniatowski, Adrian, et al.
Published: (2025)

Unsupervised Federated Domain Adaptation for Segmentation of MRI Images
by: Nananukul, Navapat, et al.
Published: (2024)

Interpretable Cross-Domain Few-Shot Learning with Rectified Target-Domain Local Alignment
by: Zhao, Yaze, et al.
Published: (2026)

Resolution scaling governs DINOv3 transfer performance in chest radiograph classification
by: Arasteh, Soroosh Tayebi, et al.
Published: (2025)

Pseudo Label Refinery for Unsupervised Domain Adaptation on Cross-dataset 3D Object Detection
by: Zhang, Zhanwei, et al.
Published: (2024)

DINOv3
by: Siméoni, Oriane, et al.
Published: (2025)

Transcending Domains through Text-to-Image Diffusion: A Source-Free Approach to Domain Adaptation
by: Chopra, Shivang, et al.
Published: (2023)

AdaEmbed: Semi-supervised Domain Adaptation in the Embedding Space
by: Mottaghi, Ali, et al.
Published: (2024)

Feature Fusion Transferability Aware Transformer for Unsupervised Domain Adaptation
by: Yu, Xiaowei, et al.
Published: (2024)

SWAT: Sliding Window Adversarial Training for Gradual Domain Adaptation
by: Wang, Zixi, et al.
Published: (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
ui	"standard"
language	"en"
VUFIND_SESSION	"2518e7bfe06dd565e9c1079bd9318258"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790781810.0623 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "2518e7bfe06dd565e9c1079bd9318258" ]`]
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=en; VUFIND_SESSION=2518e7bfe06dd565e9c1079bd9318258"
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	"216.73.216.147"
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	"64986"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2511_05509/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2511_05509/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790781810.058
REQUEST_TIME	1790781810

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
ui	"standard"
language	"en"
VUFIND_SESSION	"2518e7bfe06dd565e9c1079bd9318258"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790781810.0623 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "2518e7bfe06dd565e9c1079bd9318258" ]`]
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=en; VUFIND_SESSION=2518e7bfe06dd565e9c1079bd9318258"
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	"216.73.216.147"
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	"64986"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2511_05509/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2511_05509/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790781810.058
REQUEST_TIME	1790781810

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Similar Items

Similar Items

Environment & details:

Environment & details: