most citedA Lightweight Moment Retrieval System with Global Re-Ranking and Robust Adaptive Bidirectional Temporal Search

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cs.CV2026

ESC: Emotional Self-Correction for Reliable Vision-Language Models

Tien-Huy Nguyen, Minh-Nhat Nguyen, Nguyen Nhat Huy +9

Vision-language models (VLMs) have achieved strong performance across diverse multimodal tasks, yet they remain vulnerable to unreliable reasoning. Existing self-correction methods…

cs.CV2026

ITSELF: Attention Guided Fine-Grained Alignment for Vision-Language Retrieval

Tien-Huy Nguyen, Huu-Loc Tran, Thanh Duc Ngo

Vision Language Models (VLMs) have rapidly advanced and show strong promise for text-based person search (TBPS), a task that requires capturing fine-grained relationships between i…

cs.CV2025

MADTempo: An Interactive System for Multi-Event Temporal Video Retrieval with Query Augmentation

Huu-An Vu, Van-Khanh Mai, Trong-Tam Nguyen +3

The rapid expansion of video content across online platforms has accelerated the need for retrieval systems capable of understanding not only isolated visual moments but also the t…

cs.CV2025

STER-VLM: Spatio-Temporal With Enhanced Reference Vision-Language Models

Tinh-Anh Nguyen-Nhu, Triet Dao Hoang Minh, Dat To-Thanh +3

Vision-language models (VLMs) have emerged as powerful tools for enabling automated traffic analysis; however, current approaches often demand substantial computational resources a…

cs.CV2025

IGL-DT: Iterative Global-Local Feature Learning with Dual-Teacher Semantic Segmentation Framework under Limited Annotation Scheme

Dinh Dai Quan Tran, Hoang-Thien Nguyen, Thanh-Huy Nguyen +3

Semi-Supervised Semantic Segmentation (SSSS) aims to improve segmentation accuracy by leveraging a small set of labeled images alongside a larger pool of unlabeled data. Recent adv…

cs.CV2025

HDC: Hierarchical Distillation for Multi-level Noisy Consistency in Semi-Supervised Fetal Ultrasound Segmentation

Tran Quoc Khanh Le, Nguyen Lan Vi Vu, Ha-Hieu Pham +5

Transvaginal ultrasound is a critical imaging modality for evaluating cervical anatomy and detecting physiological changes. However, accurate segmentation of cervical structures re…

cs.CV2025★ 1 cited

A Lightweight Moment Retrieval System with Global Re-Ranking and Robust Adaptive Bidirectional Temporal Search

Tinh-Anh Nguyen-Nhu, Huu-Loc Tran, Nguyen-Khang Le +8

The exponential growth of digital video content has posed critical challenges in moment-level video retrieval, where existing methodologies struggle to efficiently localize specifi…

cs.CV2025

Cycle Training with Semi-Supervised Domain Adaptation: Bridging Accuracy and Efficiency for Real-Time Mobile Scene Detection

Huu-Phong Phan-Nguyen, Anh Dao, Tien-Huy Nguyen +7

Nowadays, smartphones are ubiquitous, and almost everyone owns one. At the same time, the rapid development of AI has spurred extensive research on applying deep learning technique…

cs.CV2025

Towards Efficient and Robust Moment Retrieval System: A Unified Framework for Multi-Granularity Models and Temporal Reranking

Huu-Loc Tran, Tinh-Anh Nguyen-Nhu, Huu-Phong Phan-Nguyen +7

Long-form video understanding presents significant challenges for interactive retrieval systems, as conventional methods struggle to process extensive video content efficiently. Ex…