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Object Detection with Discriminatively Trained Part-Based Models
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Pedro F. Felzenszwalb; Ross Girshick; David McAllester; Deva Ramanan · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2009
We describe an object detection system based on mixtures of multiscale deformable part models. Our system is able to represent highly variable object classes and achieves state-of-the-art results in the PASCAL object det...
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Detection and classification of chromosomes with sister chromatid cohesion defects using object detection models
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Shinya Matsumoto et al · Nature Portfolio · 2026 · ISSN 2045-2322
Abstract Sister chromatid cohesion (SCC) is mediated by a protein complex called cohesin and by regulatory proteins that control cohesin function. A commonly used approach to evaluate the involvement of cohesin regulator...
LCC LCC:Medicine; TENDOlNjaWVuY2U~Idioma Inglés
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A virtual testbed for maritime search and rescue: Customizing YOLO for small object detection in unreal engine
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Spandan Kiran Vaidya et al · Elsevier · 2026 · ISSN 2468-0133
Maritime Search and Rescue (SAR) operations face three main issues: they are time-critical, rescue boat access is often difficult, and the vastness of the ocean poses a great challenge to identifying drowning victims. Re...
LCC LCC:Ocean engineeringIdioma Inglés
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Beyond conventional vision: RGB-event fusion for robust object detection in dynamic traffic scenarios
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Zhanwen Liu et al · Tsinghua University Press · 2025 · ISSN 2772-4247
The dynamic range limitation is intrinsic to conventional RGB cameras, which reduces global contrast and causes the loss of high-frequency details such as textures and edges in complex, dynamic traffic environments (e.g....
LCC LCC:Transportation engineeringIdioma Inglés
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Open Access
Causal Distillation Prompt for Few-Shot Object Detection in Remote Sensing Images
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Jiaqi Zhao et al · IEEE · 2026 · ISSN 1939-1404
Few-shot object detection (FSOD) recently garnered increasing attention in remote sensing images (RSIs). Although FSOD has achieved success in natural sense, the large size and complex backgrounds of RSIs make FSOD espec...
LCC LCC:Ocean engineering; LCC:Geophysics. Cosmic physicsIdioma Inglés
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Enhancing small object detection in UAV imagery through edge-preserving context fusion
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Yu Feng et al · Springer · 2026 · ISSN 2948-2992
Abstract Unmanned Aerial Vehicles (UAVs) are pivotal in tasks such as traffic monitoring and rescue operations, yet detecting small objects in UAV images remains challenging due to their diminutive size, low resolution, ...
LCC LCC:Electronic computers. Computer scienceIdioma Inglés
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Few-shot learning for novel object detection in autonomous driving
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Yifan Zhuang et al · Tsinghua University Press · 2025 · ISSN 2772-4247
Artificial intelligence and advanced sensing technologies have significantly advanced the intelligent transportation system and autonomous vehicles. Perception, a critical component, extracts real-time traffic informatio...
LCC LCC:Transportation engineeringIdioma Inglés
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MIRN: A Global Context and Progressive Feature Alignment Network for Oriented Object Detection of Multimineral in Mining Areas
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Xinrui Yu et al · IEEE · 2026 · ISSN 1939-1404
Intelligent mining area detection is fundamental for ecological monitoring and sustainable development of mining areas. However, current remote sensing detection lacks high-quality multimineral rotated object detection d...
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PestDetectSim: an integrated approach for crop pest diagnosis using object detection and similarity-based image retrieval
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Jimin Lee et al · BMC · 2026 · ISSN 1746-4811
Abstract Background Rapid and accurate pest diagnosis is essential for reducing crop losses and improving agricultural productivity. Most existing methods rely on deep learning-based object detection to classify pests in...
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Sistem Pengatur Akses Jalan Sempit Melalui Object Detection Menggunakan Algoritma YOLO
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Iqshan Aditia Putra et al · Universitas Andalas · 2026 · ISSN 2722-4422
To enter the parking lot behind the Faculty of Engineering building, students, lecturers and other Unand residents usually have to pass through a small road that starts from the front of the KOPMA building to the parking...
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Transformation‐Equivariant Network Fused With Multi‐Stage Cascade Attention for Point Cloud Object Detection
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Jiangdong Wu et al · Wiley · 2026 · ISSN 2468-2322
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YOLO-Starfish: fish object detection learning complex underwater features
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Rongrong Gong et al · Nature Portfolio · 2026 · ISSN 2045-2322
Abstract Unlike many other fields of object detection, underwater object detection presents some unique challenges. Underwater object detection is a key technology that enables underwater robots to explore aquatic enviro...
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DAMF-DETR:A Dual-Path Attention and Multi-Scale Frequency-Domain Awareness for Small Object Detection in Remote Sensing Images
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Qi Wang et al · IEEE · 2026 · ISSN 1939-1404
With the rapid advancement of remote sensing technology, target detection in remote sensing imagery plays a crucial role in military reconnaissance, urban planning, and other fields. However, there are problems such as l...
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Region-aware and cross-scale feature mining for UAV object detection
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Shiliang Zhu et al · Taylor & Francis Group · 2026 · ISSN 1548-1603
Unmanned Aerial Vehicles (UAVs) have become a prevalent tool for aerial image analysis, thanks to their agility in low-altitude flight and real-time sensing. However, objects in UAV imagery typically occupy minimal pixel...
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End-to-End Joint Multi-Object Detection and Tracking for Intelligent Transportation Systems
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Qing Xu et al · KeAi Communications Co., Ltd · 2023 · ISSN 2192-8258
Abstract Environment perception is one of the most critical technology of intelligent transportation systems (ITS). Motion interaction between multiple vehicles in ITS makes it important to perform multi-object tracking ...
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Autonomous Search and Rescue Robot with Vision Based Object Detection and SLAM-Enabled Navigation in Hazardous Environments
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N Prem Sankar et al · EDP Sciences · 2026 · ISSN 2100-014X
The Autonomous search and rescue operations in hazardous en- vironments demands a robust perception, precise localization, and intelli- gent navigation. This paper presents an integrated robotic system on the TurtleBot3 ...
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Dynamic Adaptive Label Assignment for Tiny Object Detection in Remote Sensing Images
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Shuohao Shi et al · Wiley · 2026 · ISSN 2468-2322
ABSTRACT With the development of unmanned aerial vehicle and satellite technology, the application of tiny object detection in remote sensing images is becoming increasingly widespread. Although significant progress has ...
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Cascade R-CNN: Delving Into High Quality Object Detection
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Zhaowei Cai; Nuno Vasconcelos · OpenAlex · 2018
In object detection, an intersection over union (IoU) threshold is required to define positives and negatives. An object detector, trained with low IoU threshold, e.g. 0.5, usually produces noisy detections. However, det...
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EfficientDet: Scalable and Efficient Object Detection
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Mingxing Tan; Ruoming Pang; Quoc V. Le · OpenAlex · 2020
Model efficiency has become increasingly important in computer vision. In this paper, we systematically study neural network architecture design choices for object detection and propose several key optimizations to impro...
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Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks
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Shaoqing Ren; Kaiming He; Ross Girshick; Jian Sun · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2016
State-of-the-art object detection networks depend on region proposal algorithms to hypothesize object locations. Advances like SPPnet [1] and Fast R-CNN [2] have reduced the running time of these detection networks, expo...
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Feature Pyramid Networks for Object Detection
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Tsung-Yi Lin; Piotr Dollár; Ross Girshick; Kaiming He; Bharath Hariharan; Serge Belongie · OpenAlex · 2017
Feature pyramids are a basic component in recognition systems for detecting objects at different scales. But pyramid representations have been avoided in recent object detectors that are based on deep convolutional netwo...
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Rapid object detection using a boosted cascade of simple features
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Paul Viola; Michael Jones · OpenAlex · 2005
This paper describes a machine learning approach for visual object detection which is capable of processing images extremely rapidly and achieving high detection rates. This work is distinguished by three key contributio...
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Rich Feature Hierarchies for Accurate Object Detection and Semantic Segmentation
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Ross Girshick; Jeff Donahue; Trevor Darrell; Jitendra Malik · OpenAlex · 2014
Object detection performance, as measured on the canonical PASCAL VOC dataset, has plateaued in the last few years. The best-performing methods are complex ensemble systems that typically combine multiple low-level image...
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Focal Loss for Dense Object Detection
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Tsung-Yi Lin; Priya Goyal; Ross Girshick; Kaiming He; Piotr Dollár · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2018
The highest accuracy object detectors to date are based on a two-stage approach popularized by R-CNN, where a classifier is applied to a sparse set of candidate object locations. In contrast, one-stage detectors that are...
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