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Bibliographic Details
Main Authors:	Karypidis, Efstathios, Kakogeorgiou, Ioannis, Gidaris, Spyros, Komodakis, Nikos
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2501.08303
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Representations Before Pixels: Semantics-Guided Hierarchical Video Prediction
by: Karypidis, Efstathios, et al.
Published: (2026)

Boosting Generative Image Modeling via Joint Image-Feature Synthesis
by: Kouzelis, Theodoros, et al.
Published: (2025)

SPOT: Self-Training with Patch-Order Permutation for Object-Centric Learning with Autoregressive Transformers
by: Kakogeorgiou, Ioannis, et al.
Published: (2023)

Multi-Token Prediction Needs Registers
by: Gerontopoulos, Anastasios, et al.
Published: (2025)

Coevolving Representations in Joint Image-Feature Diffusion
by: Kouzelis, Theodoros, et al.
Published: (2026)

EQ-VAE: Equivariance Regularized Latent Space for Improved Generative Image Modeling
by: Kouzelis, Theodoros, et al.
Published: (2025)

MOCA: Self-supervised Representation Learning by Predicting Masked Online Codebook Assignments
by: Gidaris, Spyros, et al.
Published: (2023)

Technical Report for the 5th CLVision Challenge at CVPR: Addressing the Class-Incremental with Repetition using Unlabeled Data -- 4th Place Solution
by: Moraiti, Panagiota, et al.
Published: (2025)

Attention, Please! Revisiting Attentive Probing Through the Lens of Efficiency
by: Psomas, Bill, et al.
Published: (2025)

Boosting Visual Instruction Tuning with Self-Supervised Guidance
by: Sirko-Galouchenko, Sophia, et al.
Published: (2026)

DIP: Unsupervised Dense In-Context Post-training of Visual Representations
by: Sirko-Galouchenko, Sophia, et al.
Published: (2025)

Vanilla ViT for Automotive Point Cloud Semantic Segmentation
by: Puy, Gilles, et al.
Published: (2026)

Composed Image Retrieval for Remote Sensing
by: Psomas, Bill, et al.
Published: (2024)

REGLUE Your Latents with Global and Local Semantics for Entangled Diffusion
by: Petsangourakis, Giorgos, et al.
Published: (2025)

Drive&Segment: Unsupervised Semantic Segmentation of Urban Scenes via Cross-modal Distillation
by: Vobecky, Antonin, et al.
Published: (2022)

Unsupervised Object Localization in the Era of Self-Supervised ViTs: A Survey
by: Siméoni, Oriane, et al.
Published: (2023)

POP-3D: Open-Vocabulary 3D Occupancy Prediction from Images
by: Vobecky, Antonin, et al.
Published: (2024)

Retrieve and Segment: Are a Few Examples Enough to Bridge the Supervision Gap in Open-Vocabulary Segmentation?
by: Aravanis, Tilemachos, et al.
Published: (2026)

No Train, all Gain: Self-Supervised Gradients Improve Deep Frozen Representations
by: Simoncini, Walter, et al.
Published: (2024)

Franca: Nested Matryoshka Clustering for Scalable Visual Representation Learning
by: Venkataramanan, Shashanka, et al.
Published: (2025)

Benchmarking Composed Image Retrieval for Applied Earth Observation
by: Psomas, Bill, et al.
Published: (2026)

ToNNO: Tomographic Reconstruction of a Neural Network's Output for Weakly Supervised Segmentation of 3D Medical Images
by: Schmidt-Mengin, Marius, et al.
Published: (2024)

OccFeat: Self-supervised Occupancy Feature Prediction for Pretraining BEV Segmentation Networks
by: Sirko-Galouchenko, Sophia, et al.
Published: (2024)

Three Pillars improving Vision Foundation Model Distillation for Lidar
by: Puy, Gilles, et al.
Published: (2023)

A High-Level Survey of Optical Remote Sensing
by: Koletsis, Panagiotis, et al.
Published: (2026)

Seasonal Fire Prediction using Spatio-Temporal Deep Neural Networks
by: Michail, Dimitrios, et al.
Published: (2024)

Comparison Analysis of Traditional Machine Learning and Deep Learning Techniques for Data and Image Classification
by: Karypidis, Efstathios, et al.
Published: (2022)

FireCastNet: Earth-as-a-Graph for Seasonal Fire Prediction
by: Michail, Dimitrios, et al.
Published: (2025)

Uncertainty-Aware Deep Learning for Wildfire Danger Forecasting
by: Kondylatos, Spyros, et al.
Published: (2025)

Probabilistic Machine Learning for Noisy Labels in Earth Observation
by: Kondylatos, Spyros, et al.
Published: (2025)

VB-Mitigator: An Open-source Framework for Evaluating and Advancing Visual Bias Mitigation
by: Sarridis, Ioannis, et al.
Published: (2025)

Wildfire spread forecasting with Deep Learning
by: Anastasiou, Nikolaos, et al.
Published: (2025)

Improving Visual Place Recognition with Sequence-Matching Receptiveness Prediction
by: Hussaini, Somayeh, et al.
Published: (2025)

Enhancing Surgical Documentation through Multimodal Visual-Temporal Transformers and Generative AI
by: Georgenthum, Hugo, et al.
Published: (2025)

Efficient Unsupervised Visual Representation Learning with Explicit Cluster Balancing
by: Metaxas, Ioannis Maniadis, et al.
Published: (2024)

Unifying Feature and Cost Aggregation with Transformers for Semantic and Visual Correspondence
by: Hong, Sunghwan, et al.
Published: (2024)

Vision Transformers: From Semantic Segmentation to Dense Prediction
by: Zhang, Li, et al.
Published: (2022)

Localization vs. Semantics: Visual Representations in Unimodal and Multimodal Models
by: Li, Zhuowan, et al.
Published: (2022)

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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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