How to Take a Memorable Picture? Empowering Users with Actionable Feedback

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Laiti, Francesco, Talon, Davide, Staiano, Jacopo, Ricci, Elisa
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

One VLM to Keep it Learning: Generation and Balancing for Data-free Continual Visual Question Answering
by: Das, Deepayan, et al.
Published: (2024)

Training-Free Personalization via Retrieval and Reasoning on Fingerprints
by: Das, Deepayan, et al.
Published: (2025)

ProfVLM: A lightweight video-language model for multi-view proficiency estimation
by: Bianchi, Edoardo, et al.
Published: (2025)

Incremental Object-Based Novelty Detection with Feedback Loop
by: Caldarella, Simone, et al.
Published: (2023)

ExpertAF: Expert Actionable Feedback from Video
by: Ashutosh, Kumar, et al.
Published: (2024)

Empowering Small VLMs to Think with Dynamic Memorization and Exploration
by: Liu, Jiazhen, et al.
Published: (2025)

Evaluating Attribute Confusion in Fashion Text-to-Image Generation
by: Liu, Ziyue, et al.
Published: (2025)

How Diffusion Models Memorize
by: Kim, Juyeop, et al.
Published: (2025)

Key Design Choices in Source-Free Unsupervised Domain Adaptation: An In-depth Empirical Analysis
by: Maracani, Andrea, et al.
Published: (2024)

Training-Free Semantic Multi-Object Tracking with Vision-Language Models
by: Bonat, Laurence, et al.
Published: (2026)

Specificity-aware reinforcement learning for fine-grained open-world classification
by: Angheben, Samuele, et al.
Published: (2026)

Towards Unconstrained Human-Object Interaction
by: Tonini, Francesco, et al.
Published: (2026)

Dynamic Scoring with Enhanced Semantics for Training-Free Human-Object Interaction Detection
by: Tonini, Francesco, et al.
Published: (2025)

Seeing the Abstract: Translating the Abstract Language for Vision Language Models
by: Talon, Davide, et al.
Published: (2025)

From Weights to Concepts: Data-Free Interpretability of CLIP via Singular Vector Decomposition
by: Gentile, Francesco, et al.
Published: (2026)

How (Mis)calibrated is Your Federated CLIP and What To Do About It?
by: Singha, Mainak, et al.
Published: (2025)

AL-GTD: Deep Active Learning for Gaze Target Detection
by: Tonini, Francesco, et al.
Published: (2024)

Interactive Episodic Memory with User Feedback
by: Subedi, Nikesh, et al.
Published: (2026)

Unconsciously Forget: Mitigating Memorization; Without Knowing What is being Memorized
by: Jin, Er, et al.
Published: (2025)

Modeling Visual Memorability Assessment with Autoencoders Reveals Characteristics of Memorable Images
by: Bagheri, Elham, et al.
Published: (2024)

Not Only Text: Exploring Compositionality of Visual Representations in Vision-Language Models
by: Berasi, Davide, et al.
Published: (2025)

Memorizing SAM: 3D Medical Segment Anything Model with Memorizing Transformer
by: Shao, Xinyuan, et al.
Published: (2024)

Multi-Level Conditioning by Pairing Localized Text and Sketch for Fashion Image Generation
by: Liu, Ziyue, et al.
Published: (2026)

LOTS of Fashion! Multi-Conditioning for Image Generation via Sketch-Text Pairing
by: Girella, Federico, et al.
Published: (2025)

Understanding the Impact of Negative Prompts: When and How Do They Take Effect?
by: Ban, Yuanhao, et al.
Published: (2024)

3D Object Detection from Images for Autonomous Driving: A Survey
by: Ma, Xinzhu, et al.
Published: (2022)

The Phantom Menace: Unmasking Privacy Leakages in Vision-Language Models
by: Caldarella, Simone, et al.
Published: (2024)

Task-Focused Memorization for Multimodal Agents
by: Zou, Tao, et al.
Published: (2026)

Investigating Memorization in Video Diffusion Models
by: Chen, Chen, et al.
Published: (2024)

Towards Memorization-Free Diffusion Models
by: Chen, Chen, et al.
Published: (2024)

Exploring Fine-grained Retail Product Discrimination with Zero-shot Object Classification Using Vision-Language Models
by: Tur, Anil Osman, et al.
Published: (2024)

Retrieval-enriched zero-shot image classification in low-resource domains
by: Dall'Asen, Nicola, et al.
Published: (2024)

How Many Images Does It Take? Estimating Imitation Thresholds in Text-to-Image Models
by: Verma, Sahil, et al.
Published: (2024)

Unlearning Personal Data from a Single Image
by: De Min, Thomas, et al.
Published: (2024)

Detecting, Explaining, and Mitigating Memorization in Diffusion Models
by: Wen, Yuxin, et al.
Published: (2024)

Not Just Pretty Pictures: Toward Interventional Data Augmentation Using Text-to-Image Generators
by: Yuan, Jianhao, et al.
Published: (2022)

Learning Actionable Manipulation Recovery via Counterfactual Failure Synthesis
by: Li, Dayou, et al.
Published: (2026)

Learning to Wander: Improving the Global Image Geolocation Ability of LMMs via Actionable Reasoning
by: Zheng, Yushuo, et al.
Published: (2026)

Large Multimodal Models as General In-Context Classifiers
by: Garosi, Marco, et al.
Published: (2026)

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	"en"
VUFIND_SESSION	"31386feeebe688c73e7999149161e72a"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790963057.0116 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "31386feeebe688c73e7999149161e72a" ]`]
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=en; VUFIND_SESSION=31386feeebe688c73e7999149161e72a; 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	"56990"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2602_21877/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2602_21877/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790963057.0072
REQUEST_TIME	1790963057

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
language	"en"
VUFIND_SESSION	"31386feeebe688c73e7999149161e72a"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790963057.0116 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "31386feeebe688c73e7999149161e72a" ]`]
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=en; VUFIND_SESSION=31386feeebe688c73e7999149161e72a; 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	"56990"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2602_21877/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2602_21877/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790963057.0072
REQUEST_TIME	1790963057

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Similar Items

Similar Items

Environment & details:

Environment & details: