目标检测论文趋势 2023–2026

主要结论

• 目标检测论文从 2023 年的 485 篇增长到 2026 年的 681 篇，三年间扩大到约 1.4 倍。
• CVPR 是发目标检测论文最多的会议，2023–2026 年共 1,110 篇，占四个会议总量的 40%。
• 交叉方向里涨得最快的是扩散模型：同时属于两个主题的论文从 2023 年的 11 篇增至 2026 年的 39 篇。
• 在「计算机视觉」的 5 个主题里，它的 2026 年论文数排第 4；同组增长最快的视频理解是 2.6 倍，目标检测是 1.4 倍。

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

• NeurIPS 2026A Systematic Analysis of Out-of-Distribution Detection Under Representation and Training Paradigm Shifts
• ICML 2026BPL: Generalizable Deepfake Detection via Bias-only Pair-aware Learning
• ICLR 2026CGSA: Class-Guided Slot-Aware Adaptation for Source-Free Object Detections
• CVPR 20263D-Object Perception Transformer 3PT
• NeurIPS 2025AdaDetectGPT: Adaptive Detection of LLM-Generated Text with Statistical Guarantees
• ICML 2025A Variational Information Theoretic Approach to Out-of-Distribution Detection
• ICLR 2025A Statistical Approach for Controlled Training Data Detection
• CVPR 2025A Distractor-Aware Memory for Visual Object Tracking with SAM2
• NeurIPS 2024$SE(3)$ Equivariant Ray Embeddings for Implicit Multi-View Depth Estimation
• ICML 2024Contamination-Resilient Anomaly Detection via Adversarial Learning on Partially-Observed Normal and Anomalous Data
• ICLR 2024Boosting Graph Anomaly Detection with Adaptive Message Passing
• CVPR 2024DeconfuseTrack: Dealing with Confusion for Multi-Object Tracking
• NeurIPS 20233D Copy-Paste: Physically Plausible Object Insertion for Monocular 3D Detection
• ICML 2023Accelerated Infeasibility Detection of Constrained Optimization and Fixed-Point Iterations
• ICLR 2023A framework for benchmarking Class-out-of-distribution detection and its application to ImageNet
• CVPR 20232PCNet: Two-Phase Consistency Training for Day-to-Night Unsupervised Domain Adaptive Object Detection
• NeurIPS 2026Auditing Attention Head Masking for Out-of-Distribution Detection: Cross-Architecture Wins, Failures, and Polarity Inversions
• ICML 2026Causal-aware Anomaly Detection for Tabular Data
• ICLR 2026DETR-ViP: Detection Transformer with Robust Discriminative Visual Prompts
• CVPR 2026A Closer Look at Cross-Domain Few-Shot Object Detection Fine-Tuning Matters

全部目标检测论文

共 254 篇，第 1 / 6 页

1. CVPR 2025A Distractor-Aware Memory for Visual Object Tracking with SAM2
2. CVPR 2025A Unified Latent Schrodinger Bridge Diffusion Model for Unsupervised Anomaly Detection and Localization
3. CVPR 2025AA-CLIP: Enhancing Zero-Shot Anomaly Detection via Anomaly-Aware CLIP
4. CVPR 2025ADU: Adaptive Detection of Unknown Categories in Black-Box Domain Adaptation
5. CVPR 2025AeroGen: Enhancing Remote Sensing Object Detection with Diffusion-Driven Data Generation
6. CVPR 2025An Image-like Diffusion Method for Human-Object Interaction Detection
7. CVPR 2025Anomize: Better Open Vocabulary Video Anomaly Detection
8. CVPR 2025Antidote: A Unified Framework for Mitigating LVLM Hallucinations in Counterfactual Presupposition and Object Perception
9. CVPR 2025Any-Resolution AI-Generated Image Detection by Spectral Learning
10. CVPR 2025Bayesian Prompt Flow Learning for Zero-Shot Anomaly Detection
11. CVPR 2025Be More Specific: Evaluating Object-centric Realism in Synthetic Images
12. CVPR 2025Believing is Seeing: Unobserved Object Detection using Generative Models
13. CVPR 2025Benchmarking Object Detectors under Real-World Distribution Shifts in Satellite Imagery
14. CVPR 2025Beyond Clean Training Data: A Versatile and Model-Agnostic Framework for Out-of-Distribution Detection with Contaminated Training Data
15. CVPR 2025Beyond Single-Modal Boundary: Cross-Modal Anomaly Detection through Visual Prototype and Harmonization
16. CVPR 2025Blurry-Edges: Photon-Limited Depth Estimation from Defocused Boundaries
17. CVPR 2025BOOTPLACE: Bootstrapped Object Placement with Detection Transformers
18. CVPR 2025Brain-Inspired Spiking Neural Networks for Energy-Efficient Object Detection
19. CVPR 2025CADDreamer: CAD Object Generation from Single-view Images
20. CVPR 2025CADRef: Robust Out-of-Distribution Detection via Class-Aware Decoupled Relative Feature Leveraging
21. CVPR 2025CaMuViD: Calibration-Free Multi-View Detection
22. CVPR 2025Can't Slow Me Down: Learning Robust and Hardware-Adaptive Object Detectors against Latency Attacks for Edge Devices
23. CVPR 2025Category-Agnostic Neural Object Rigging
24. CVPR 2025Change3D: Revisiting Change Detection and Captioning from A Video Modeling Perspective
25. CVPR 2025Classifier-to-Bias: Toward Unsupervised Automatic Bias Detection for Visual Classifiers
26. CVPR 2025ClearSight: Visual Signal Enhancement for Object Hallucination Mitigation in Multimodal Large Language Models
27. CVPR 2025CLIP Under the Microscope: A Fine-Grained Analysis of Multi-Object Representation
28. CVPR 2025Co-op: Correspondence-based Novel Object Pose Estimation
29. CVPR 2025COB-GS: Clear Object Boundaries in 3DGS Segmentation Based on Boundary-Adaptive Gaussian Splitting
30. CVPR 2025Code-as-Monitor: Constraint-aware Visual Programming for Reactive and Proactive Robotic Failure Detection
31. CVPR 2025Compositional Caching for Training-free Open-vocabulary Attribute Detection
32. CVPR 2025Concept Replacer: Replacing Sensitive Concepts in Diffusion Models via Precision Localization
33. CVPR 2025Context-Enhanced Memory-Refined Transformer for Online Action Detection
34. CVPR 2025CorrBEV: Multi-View 3D Object Detection by Correlation Learning with Multi-modal Prototypes
35. CVPR 2025Correcting Deviations from Normality: A Reformulated Diffusion Model for Multi-Class Unsupervised Anomaly Detection
36. CVPR 2025COUNTS: Benchmarking Object Detectors and Multimodal Large Language Models under Distribution Shifts
37. CVPR 2025CRISP: Object Pose and Shape Estimation with Test-Time Adaptation
38. CVPR 2025Cross-Modal Distillation for 2D/3D Multi-Object Discovery from 2D Motion
39. CVPR 2025CrossOver: 3D Scene Cross-Modal Alignment
40. CVPR 2025CTRL-O: Language-Controllable Object-Centric Visual Representation Learning
41. CVPR 2025Cubify Anything: Scaling Indoor 3D Object Detection
42. CVPR 2025D^3: Scaling Up Deepfake Detection by Learning from Discrepancy
43. CVPR 2025DecoupledGaussian: Object-Scene Decoupling for Physics-Based Interaction
44. CVPR 2025Deep Change Monitoring: A Hyperbolic Representative Learning Framework and a Dataset for Long-term Fine-grained Tree Change Detection
45. CVPR 2025Detection-Friendly Nonuniformity Correction: A Union Framework for Infrared UAV Target Detection
46. CVPR 2025Devils in Middle Layers of Large Vision-Language Models: Interpreting, Detecting and Mitigating Object Hallucinations via Attention Lens
47. CVPR 2025DFM: Differentiable Feature Matching for Anomaly Detection
48. CVPR 2025DiGIT: Multi-Dilated Gated Encoder and Central-Adjacent Region Integrated Decoder for Temporal Action Detection Transformer
49. CVPR 2025Digital Twin Catalog: A Large-Scale Photorealistic 3D Object Digital Twin Dataset
50. CVPR 2025Distribution Prototype Diffusion Learning for Open-set Supervised Anomaly Detection

常见问题

2023–2026 年四大会议一共有多少篇目标检测论文？

共 2,809 篇，按年份分别是 2023 年 485 篇、2024 年 1,072 篇、2025 年 571 篇、2026 年 681 篇。

NeurIPS 2026 有多少篇目标检测论文？

NeurIPS 2026 有 179 篇目标检测论文，上一届是 175 篇。

ICLR 2026 有多少篇目标检测论文？

ICLR 2026 有 95 篇目标检测论文，上一届是 85 篇。

ICML 2026 有多少篇目标检测论文？

ICML 2026 有 121 篇目标检测论文，上一届是 57 篇。

CVPR 2026 有多少篇目标检测论文？

CVPR 2026 有 286 篇目标检测论文，上一届是 254 篇。

哪个会议的目标检测论文最多？

CVPR，2023–2026 年共 1,110 篇。