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Papers Image Retrieval

“Image Retrieval” 태그가 달린 논문 2,507편 · 필터 해제

PailitaoGR: Latent Think-with-Images for Generative Image Retrieval

2026-08-27 · Xiaomeng Fan, Yueran Liu, Shengyu Zhou, Chenghan Fu 외 arxiv

Generative retrieval has demonstrated strong performance by directly generating product semantic identifiers (SIDs). Extending this paradigm to image search, however, is nontrivial because real-world query images contain…

Image Retrieval

Weaving Visual Narratives: Agentic Image Bundle Composition Beyond Atomic Visual Matching

2026-08-27 · Rong Shan, Tianyi Xu, Congmin Zheng, Wenteng Chen 외 hf

Image retrieval has traditionally been formulated as a point-wise matching problem, where each candidate image is scored in isolation. However, this atomic paradigm fails to capture the complexity of human search intent …

Image Retrieval

MulVec: Fine-Grained Role-Aware Matching for Training-Free Zero-Shot Composed Image Retrieval

2026-08-26 · Zihao Zhang, Dayan Wu, Xinze Liu, Hengjie Zhu 외 arxiv

Training-free zero-shot composed image retrieval finds a target image in a gallery from a reference image and a text edit without learning from task-specific image triplets. Existing methods typically describe the target…

Image Retrieval

EviRank: Structured Relevance Evidence for Multimodal Image Re-ranking

2026-08-21 · Enjun Du, Siyi Liu, Zirong Chen, Xinyu Zuo 외 arxiv

Real-world image search queries are multimodal and compositional: ``find this shirt in pink'' specifies an entity to retain, an attribute to modify, and context to ignore. Yet existing re-rankers either compress such mul…

Image Retrieval

SCORE: Subject Coordinate Recovery for Label-Free Cross-Subject EEG-to-Image Retrieval

2026-08-19 · Zhenyao Cui, Siyuan Kan, Siyang Li, Ziwei Wang 외 arxiv

Accurate visual decoding can reveal how the brain represents visual information and recover perceived content from neural signals such as electroencephalography (EEG), with potential for neural communication. However, cu…

Image Retrieval

Beyond Trial Averaging: Anchoring Neural and Visual Representations for Few-Repetition Brain-to-Image Retrieval

2026-08-19 · Zhenyao Cui, Siyuan Kan, Dingkun Liu, Dongrui Wu arxiv

Decoding visual information from brain signals probes neural representations and enables neuro-rehabilitation and dream decoding. Recent brain-to-image retrieval approaches have achieved promising performance, typically …

Image Retrieval

Composed Historical Image Retrieval by Modeling Temporal Representations

2026-08-19 · Adrià Molina Rodríguez, Oriol Ramos Terrades, Josep Lladós Canet arxiv

While time evolves linearly, the geometry of neural embedding spaces is inherently multi-dimensional, often chaotic, and difficult to interpret. In principle, one could constrain an embedding space to a single temporal d…

Representation LearningImage Retrieval

When More Foundation Models Means Less: Diagnosing and Addressing Multi-View Fusion Failure

2026-08-18 · Yibo Liu, Bowen Jiang arxiv

Foundation-model hubs turn multi-view fusion into a selection problem: from a large heterogeneous encoder pool, which views should be fused, and how many? We show that downstream performance is non-monotonic in the numbe…

Image Retrieval

Learning visual representations for compositional analysis of artworks and photographs

2026-08-06 · Fatemeh Behrad, Tinne Tuytelaars, Johan Wagemans arxiv

Composition, the deliberate arrangement of visual elements, is central to how meaning, emotion, and aesthetic quality are conveyed in artwork, yet it remains among the least formalized dimensions of visual understanding.…

Domain GeneralizationSaliency DetectionImage Retrieval

FiRE: Enhancing MLLMs with Fine-Grained Context Learning for Complex Image Retrieval

2026-07-30 · Bohan Hou, Haoqiang Lin, Xuemeng Song, Haokun Wen 외 arxiv

Due to their strong generalizable multimodal processing and reasoning capabilities, Multimodal Large Language Models (MLLMs) have demonstrated significant potential as universal image retrievers, effectively addressing d…

Image RetrievalVisual Dialog

EEG-EditBench: Probing Visual Information in EEG-Image Retrieval Models with Controlled Image Edits

2026-07-30 · Kaifan Zhang, Lihuo He, Yuqi Ji, Junjie Ke 외 arxiv

Recent EEG-to-image retrieval models have achieved strong performance in identifying viewed images from semantically diverse candidates. Yet such success does not reveal what visual information supports the match. A mode…

Image Retrieval

CXR-Retrieve: Compositional Text-to-Image Retrieval in Chest Radiography

2026-07-30 · Tomer Erez, Moshe Kimhi, Chaim Baskin, Ehud Rivlin arxiv

Large chest radiography archives are difficult to search because most studies are paired only with free-text reports rather than structured clinical annotations. Vision-language models offer a natural interface for text-…

Image RetrievalImage Matching

Diverse-Intent Multi-Turn Fashion Image Retrieval

2026-07-22 · Mingqiang Tang, Haokun Wen, Meng Liu, Yupeng Hu 외 arxiv

Real-world fashion search involves interactive retrieval across multiple turns. However, existing multi-turn retrieval methods are built on a restrictive assumption that every interaction follows the same attribute-editi…

Image Retrieval

PathAgentBench: Benchmarking Evidence-Seeking Vision-Language Models on Whole-Slide Pathology Image

2026-07-21 · Dankai Liao, Tianyi Zhang, Yufeng Wu, Xinyue Zhang 외 arxiv

Whole-slide image (WSI) diagnosis requires identifying diagnostically relevant regions, examining them across magnifications, and integrating multi-scale evidence. However, most existing pathology benchmarks evaluate mod…

Image Retrieval

FSDBN: Foreground-Aware EEG-Visual Alignment via Dynamic Brain Networks

2026-07-20 · Yiheng Liu, Chuhang Zheng, Peiliang Gong, Jingtao Liu 외 arxiv

EEG-based visual decoding provides a non-invasive pathway for interpreting visual semantics. However, existing methods often overlook the perceptual asymmetry between foreground and background in complex scenes, leading …

Image Retrieval

On Success and Simplicity: A Second Look at Transferable Vision-Language Attack Pipeline

2026-07-16 · Yuchen Ren, Zhengyu Zhao, Chenhao Lin, Bo Yang 외 arxiv

Vision-Language Pre-training Models (VLPMs) are known to be vulnerable to adversarial attacks. Recent transferable attacks on VLPMs have followed a common pipeline with complicated loss functions or multi-stage text/imag…

Image Retrieval

Towards Vision-Free CIR: Attribute-Augmented Scoring and LLM-Based Reranking for Zero-Shot Composed Image Retrieval

2026-07-14 · Ryotaro Shimada, Yu-Chieh Lin, Yuji Nozawa, Youyang Ng 외 arxiv

Recent work has shown that "Vision-Free'' approaches (representing images as text) can be effective for standard image retrieval tasks. However, it remains unclear whether this paradigm can effectively handle a more comp…

Image Retrieval

MedPMC: A Systematic Framework for Scaling High-Fidelity Medical Multimodal Data for Foundation Models

2026-07-08 · Hyunjae Kim, Dain Kim, Pan Xiao, Serina S. Applebaum 외 arxiv

Medicine is inherently multimodal, requiring clinicians to synthesize information across diverse data streams. Yet the development of multimodal foundation models is constrained by limited access to large-scale, high-qua…

Image Retrieval

RFHNet: Relational and Frequency-Aware Hashing Network for Large-Scale Fine-Grained Food Image Retrieval

2026-07-07 · Junsong Wang, Weiqing Min, Guorui Sheng, Tao Yao 외 arxiv

Fine-grained food image retrieval is a key task in computational gastronomy, with applications in food traceability, dietary monitoring, and smart catering systems. Although hashing-based retrieval is attractive for larg…

Image Retrieval

SASGeo: Stability-Aware Semantic Map Localization for GNSS-Denied UAVs -- A Framework and Synthetic Proof of Concept

2026-07-07 · Natalia Trukhina, Vadim Vashkelis arxiv

GNSS-denied unmanned aerial vehicles require occasional absolute position fixes to bound the drift of visual-inertial odometry. Cross-view image retrieval can provide such fixes, but raw appearance is sensitive to season…

Image Retrieval
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