Object Detection

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Object Detection

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Open-Vocabulary Object Detection

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Yolo26

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Yolov8-Nano Model

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Anomaly-Aware Vision-Language Adapters for Zero-Shot Anomaly Detection
May 12, 2026Muhammad Aqeel, Maham Nazir, Uzair Khan +2Zero-Shot Anomaly Detection Vision-Language Model Adaptation
XWOD: A Real-World Benchmark for Object Detection under Extreme Weather Conditions
May 12, 2026Chih-Hsin Chen, Yu-Tung Liu, Amar Fadillah +2Object Detection Cross-Dataset Benchmark
A Mimetic Detector for Adversarial Image Perturbations
May 12, 2026Johnny CorbinoAdversarial Examples Detection Framework
Count Anything at Any Granularity
May 11, 2026Chang Liu, Haoning Wu, Weidi XieCounting Fine-Grained Perception
VVitCutLER: Towards Unsupervised Object Detection and Segmentation in Videos
May 11, 2026Zhijing Lu, Khurram Azeem Hashmi, Didier Stricker +1Video Object Segmentation Object Detection
TINS: Test-time ID-prototype-separated Negative Semantics Learning for OOD Detection
May 11, 2026Yifeng Yang, Jubo Feng, Jing Xu +3Out-Of-Distribution Detection Open-Vocabulary Object Detection
DRIFT: Drift-Resilient Invariant-Feature Transformer for DGA Detection
May 11, 2026Chaeyoung Lee, Chaeri Jung, Seonghoon JeongModel-Agnostic Defense Attack Detection
Portable Active Learning for Object Detection
May 11, 2026Rashi Sharma, Justin Timothy C. Bersamin, Karthikk SubramanianObject Detection Active Learning
The Alpha Blending Hypothesis: Compositing Shortcut in Deepfake Detection
May 11, 2026Andrii Yermakov, Jan Cech, Mario Fritz +1Explainable Deepfake Detection Deepfake Detection
DetRefiner: Model-Agnostic Detection Refinement with Feature Fusion Transformer
May 11, 2026Soichiro Okazaki, Tatsuya Sasaki, Hiroki OhashiOpen-Vocabulary Object Detection Transformer Architectures
Active-SAOOD: Active Sparsely Annotated Oriented Object Detection in Remote Sensing Images
May 11, 2026Yu Lin, Jianghang Lin, Kai Ye +2Object Detection Open-Vocabulary Object Detection
Thermal-Det: Language-Guided Cross-Modal Distillation for Open-Vocabulary Thermal Object Detection
May 11, 2026Yasiru Ranasinghe, Elim Schenck, Florence Yellin +3Open-Vocabulary Object Detection Thermal Imaging
OZ-TAL: Online Zero-Shot Temporal Action Localization
May 11, 2026Chaolei Han, Hongsong Wang, Xin Gong +1Temporal Action Localization Zero-Shot Inference
Evidence-based Decision Modeling for Synthetic Face Detection with Uncertainty-driven Active Learning
May 11, 2026Qingchao Jiang, Zhenxuan Hou, Zhiying Zhu +3Synthetic Image Detection Detection Performance
DCVD: Dual-Channel Cross-Modal Fusion for Joint Vulnerability Detection and Localization
May 10, 2026Wenxin Tang, Wenbin Li, Junliang Liu +10Vulnerability Detection & Repair Attack Detection
Backbone-Equated Diffusion OOD via Sparse Internal Snapshots
May 10, 2026Yadang Alexis Rouzoumka, Jean Pinsolle, Eugénie Terreaux +3Out-Of-Distribution Detection Detection Framework
Semantic Alignment in Hyperbolic Space for Open-Vocabulary Semantic Segmentation
May 9, 2026Hoang M. Truong, Hai Nguyen-Truong, Dang HuynhDense Semantic Segmentation Hyperbolic Space
Rethinking Event-Based Object Dtection through Representation-Level Temporal Aggregation and Model-Level Hypergraph Reasoning
May 9, 2026Meisen Wang, Hao Deng, Wei Bao +5Temporal Deep Learning Framework Object Detection
Post-hoc Selective Classification for Reliable Synthetic Image Detection
May 9, 2026Kaixiang Zheng, Jacob H. SeidmanSynthetic Image Detection Detection Performance
6D Pose Estimation via Keypoint Heatmap Regression with RGB-D Residual Neural Networks
May 8, 2026Ismail Aljosevic, Amir Masoud Almasi, Ana Parovic +1Category-Level Object Pose Estimation Keypoint Detection
Mitigating Simplicity Bias in OOD Detection through Object Co-occurrence Analysis
May 8, 2026Boyang Dai, Chaoqi Chen, Yizhou YuOut-Of-Distribution Detection Out-Of-Distribution
SOD: Step-wise On-policy Distillation for Small Language Model Agents
May 8, 2026Qiyong Zhong, Mao Zheng, Mingyang Song +5On-Policy Distillation Large Language Model Reasoning
Probabilistic Object Detection with Conformal Prediction
May 8, 2026Christopher Ries, Moussa Kassem Sbeyti, Nicolas Bianco +1Conformal Prediction Object Detection
Search-based Robustness Testing of Laptop Refurbishing Robotic Software
May 8, 2026Erblin Isaku, Hassan Sartaj, Shaukat Ali +2Object Detection Perturbations
UniV2D: Bridging Visual Restoration and Semantic Perception for Underwater Salient Object Detection
May 8, 2026Laibin Chang, Shaodong Wang, Yunke Wang +4Underwater Image Enhancement Object Detection
XiYOLO: Energy-Aware Object Detection via Iterative Architecture Search and Scaling
May 7, 2026Tony Tran, Richie R. Suganda, Bin HuYolo26 Heterogeneous Edge Devices
MELD: Multi-Task Equilibrated Learning Detector for AI-Generated Text
May 7, 2026Chenjun Li, Cheng Wan, Johannes C. PaetzoldMachine-Generated Text Detection Detection Framework
OpenGaFF: Open-Vocabulary Gaussian Feature Field with Codebook Attention
May 7, 2026Kunyi Li, Michael Niemeyer, Sen Wang +33D Scene Understanding Open-Vocabulary
AMIEOD: Adaptive Multi-Experts Image Enhancement for Object Detection in Low-Illumination Scenes
May 7, 2026Xiaochen Huang, Honggang Chen, Weicheng Zhang +4Low-Light Images Image Enhancement
RAWild: Sensor-Agnostic RAW Object Detection via Physics-Guided Curve and Grid Modeling
May 7, 2026Shuhong Liu, Gengjia Chang, Jun Liu +4Cross-Sensor Generalization Object Detection
Backdoor Mitigation in Object Detection via Adversarial Fine-Tuning
May 7, 2026Kealan Dunnett, Reza Arablouei, Dimity Miller +2Object Detection Backdoor Attacks
Open-SAT: LLM-Guided Query Embedding Refinement for Open-Vocabulary Object Retrieval in Satellite Imagery
May 6, 2026Md Adnan Arefeen, Biplob Debnath, Ravi K. Rajendran +2Satellite Imagery Composed Image Retrieval
ScriptHOI: Learning Scripted State Transitions for Open-Vocabulary Human-Object Interaction Detection
May 6, 2026Minh Anh Nguyen, Quang Huy Tran, Bao Ngoc Le +3Articulated Objects Open-Vocabulary
Physical Adversarial Clothing Evades Visible-Thermal Detectors via Non-Overlapping RGB-T Pattern
May 6, 2026Xiaopei Zhu, Guanning Zeng, Zhanhao Hu +2Camouflage Rgbt
Reference-based Category Discovery: Unsupervised Object Detection with Category Awareness
May 6, 2026Yichen Li, Qiankun Liu, Ying FuGeneralized Category Discovery Object Detection
Reward-Guided Semantic Evolution for Test-time Adaptive Object Detection
May 6, 2026Lihua Zhou, Mao Ye, Xiatian Zhu +7Open-Vocabulary Object Detection Object Detection
Example-Based Object Detection
May 6, 2026ZhiXin SunOpen-Vocabulary Object Detection Object Detection
Intermediate Representations are Strong AI-Generated Image Detectors
May 5, 2026Zhenhan Huang, Pin-Yu Chen, Tejaswini Pedapati +1Ai-Generated Image Detection Detection Framework
Undetectable Backdoors in Model Parameters: Hiding Sparse Secrets in High Dimensions
May 5, 2026Sarthak Choudhary, Atharv Singh Patlan, Nils Palumbo +3Backdoor Attacks Detection Framework
Towards Open World Sound Event Detection
May 5, 2026P. H. Hai, L. T. Minh, L. H. SonOpen-Vocabulary Object Detection Audio Representation
FUS3DMaps: Scalable and Accurate Open-Vocabulary Semantic Mapping by 3D Fusion of Voxel- and Instance-Level Layers
May 5, 2026Timon Homberger, Finn Lukas Busch, Jesús Gerardo Ortega Peimbert +23D Mapping Semantic Mapping
The Detector Teaches Itself: Lightweight Self-Supervised Adaptation for Open-Vocabulary Object Detection
May 5, 2026Yazhe Wan, Changjae OhOpen-Vocabulary Object Detection Open-Vocabulary
VL-SAM-v3: Memory-Guided Visual Priors for Open-World Object Detection
May 5, 2026Chih-Chung Liu, Zhiwei Lin, Yongtao WangOpen-Vocabulary Object Detection Open-Vocabulary
Enhancing Self-Supervised Talking Head Forgery Detection via a Training-Free Dual-System Framework
May 5, 2026Ke Liu, Jiwei Wei, Shuchang Zhou +5Face Forgery Detection Detection Framework
FACTOR: Counterfactual Training-Free Test-Time Adaptation for Open-Vocabulary Object Detection
May 5, 2026Kaixiang Zhao, Mao Ye, Lihua Zhou +4Open-Vocabulary Object Detection Counterfactual Learning
Hyp2Former: Hierarchy-Aware Hyperbolic Embeddings for Open-Set Panoptic Segmentation
May 4, 2026Yao Lu, Rohit Mohan, Florian Drews +2Panoptic Segmentation Open-Vocabulary Object Detection
Beyond Known Objects: A Novel Framework for Open-Set Object Detection using Negative-Aware Norm
May 4, 2026Yuchen Zhang, Yao Lu, Johannes BetzOpen-Vocabulary Object Detection Autonomous Driving
A Low-Latency Fraud Detection Layer for Detecting Adversarial Interaction Patterns in LLM-Powered Agents
May 1, 2026Sheldon Yu, Yingcheng Sun, Hanqing Guo +1Language Model Evasion Attacks Llm-Based Agent
Ablation Study of Multimodal Perception, Language Grounding, and Control for Human-Robot Interaction in an Object Detection and Grasping Task
May 1, 2026Zi Tian, Guanting ShenHuman-Robot Interaction Perception-Action Loop
GD4: Graph-based Discrete Denoising Diffusion for MIMO Detection
May 1, 2026Qincheng Lu, Sitao Luan, Xiao-Wen ChangMultiple-Input Multiple-Output Detection Framework
Remote SAMsing: From Segment Anything to Segment Everything
Apr 30, 2026Osmar Luiz Ferreira de Carvalho, Osmar Abílio de Carvalho Júnior, Anesmar Olino de Albuquerque +1Remote Sensing Image Segmentation Few-Shot Segmentation
Real-Time Frame- and Event-based Object Detection with Spiking Neural Networks on Edge Neuromorphic Hardware: Design, Deployment and Benchmark
Apr 30, 2026Udayanga G. W. K. N. Gamage, Yan Zeng, Cesar Cadena +2Neuromorphic Hardware Nvidia Jetson Orin Nano
FUN: A Focal U-Net Combining Reconstruction and Object Detection for Snapshot Spectral Imaging
Apr 30, 2026Dahua Gao, Yubo Dong, Anqi Li +4Hyperspectral Imaging Feature Pyramid Networks
Robust Lightweight Crack Classification for Real-Time UAV Bridge Inspection
Apr 30, 2026Wei Li, Haisheng Li, Weijie Li +3Unmanned Aerial Vehicle Tracking Yolov8-Nano Model
Toward Autonomous SOC Operations: End-to-End LLM Framework for Threat Detection, Query Generation, and Resolution in Security Operations
Apr 30, 2026Md Hasan Saju, Akramul AzimSecurity Triage
Student Classroom Behavior Recognition Based on Improved YOLOv8s
Apr 30, 2026Xiang Gao, Shuai HangYolo26 Yolov8-Nano Model
Edge AI for Automotive Vulnerable Road User Safety: Deployable Detection via Knowledge Distillation
Apr 29, 2026Akshay Karjol, Darrin M. HannaYolov8-Nano Model Heterogeneous Edge Devices
QYOLO: Lightweight Object Detection via Quantum Inspired Shared Channel Mixing
Apr 29, 2026Garvit Kumar Mittal, Sahil Tomar, Sandeep KumarMixed-Precision Quantization Object Detection
Evaluation of Convolutional and Transformer-Based Detectors for Weed Detection in Tomato Plantations
Apr 29, 2026Alcides Toledo Espinosa, Gerardo Antonio Álvarez Hernández, Ángel Eduardo Zamora-Suárez +2Yolov8-Nano Model Convolutional
Decoupled Prototype Matching with Vision Foundation Models for Few-Shot Industrial Object Detection
Apr 29, 2026Hari Prasanth S. M., Nilusha Jayawickrama, Risto OjalaObject Detection Detection Framework

May 12, 2026 · cs.CVJ/K move · Enter open · S save

Anomaly-Aware Vision-Language Adapters for Zero-Shot Anomaly Detection

Muhammad Aqeel, Maham Nazir, Uzair Khan, Marco Cristani+1

Dept. of Engineering for Innovation Medicine, University of Verona, Italy · School of Computer Science and Engineering, Beihang University, China · Dept. of Engineering for Innovation · Dept. of Computer Science, Reykjavik University, Iceland

Zero-shot anomaly detection aims to identify defects in unseen categories without target-specific training. Existing methods usually apply the same feature transformation to all samples, treating normal and anomalous data uniformly despite their fundamentally asymmetric distributions, compact normals versus diverse anomalies. We instead exploit this natural asymmetry by proposing AVA-DINO, an anomaly-aware vision-language adaptation framework with dual specialized branches for normal and anomalous patterns that adapt frozen DINOv3 visual features. During training on auxiliary data, the two branches are learned jointly with a text-guided routing mechanism and explicit routing regularization that encourages branch specialization. At test time, only the input image and fixed, predefined language descriptions are used to dynamically combine the two branches, enabling an asymmetric activation. This design prevents degenerate uniform routing and allows context-specific feature transformations. Experiments across nine industrial and medical benchmarks demonstrate state-of-the-art performance, achieving 93.5% image-AUROC on MVTec-AD and strong cross-domain generalization to medical imaging without domain-specific fine-tuning. https://github.com/aqeeelmirza/AVA-DINO

Zero-Shot Anomaly Detection Vision-Language Model Adaptation Detection Framework Dino Model Pretraining Medical Imaging Asymmetric

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