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 95 篇，第 1 / 2 页

1. ICLR 2026A Rich Knowledge Space for Scalable Deepfake Detection
2. ICLR 2026Adaptive Conformal Anomaly Detection with Time Series Foundation Models for Signal Monitoring.
3. ICLR 2026AFTER: Mitigating the Object Hallucination of LVLM via Adaptive Factual-Guided Activation Editing
4. ICLR 2026AP-OOD: Attention Pooling for Out-of- Distribution Detection
5. ICLR 2026AsyncBEV: Cross-modal flow alignment in Asynchronous 3D Object Detection
6. ICLR 2026Beyond Frequency: Scoring-Driven Debiasing for Object Detection via Blueprint-Prompted Image Synthesis
7. ICLR 2026Beyond In-Domain Detection: SpikeScore for Cross-Domain Hallucination Detection
8. ICLR 2026Beyond Raw Detection Scores: Markov-Informed Calibration for Boosting Machine-Generated Text Detection
9. ICLR 2026Beyond Visual Reconstruction Quality: Object Perception-aware 3D Gaussian Splatting for Autonomous Driving
10. ICLR 2026BiasScope: Towards Automated Detection of Bias in LLM-as-a-Judge Evaluation
11. ICLR 2026BioTamperNet: Affinity-Guided State-Space Model Detecting Tampered Biomedical Images
12. ICLR 2026Bridging Fairness and Explainability: Can Input-Based Explanations Promote Fairness in Hate Speech Detection?
13. ICLR 2026Certifying the Full YOLO Pipeline: A Probabilistic Verification Approach
14. ICLR 2026CGSA: Class-Guided Slot-Aware Adaptation for Source-Free Object Detections
15. ICLR 2026Complexity- and Statistics-Guided Anomaly Detection in Time Series Foundation Models
16. ICLR 2026Contamination Detection for VLMs Using Multi‑Modal Semantic Perturbations
17. ICLR 2026Contextual and Seasonal LSTMs for Time Series Anomaly Detection
18. ICLR 2026CORDS - Continuous Representations of Discrete Structures
19. ICLR 2026D&R: Recovery-based AI-Generated Text Detection via a Single Black-box LLM Call
20. ICLR 2026DeCo-DETR: Decoupled Cognition DETR for efficient Open-Vocabulary Object Detection
21. ICLR 2026Detecting Data Contamination from Reinforcement Learning Post-training for Large Language Models
22. ICLR 2026Detection of unknown unknowns in autonomous systems
23. ICLR 2026DETR-ViP: Detection Transformer with Robust Discriminative Visual Prompts
24. ICLR 2026DiffuDETR: Rethinking Detection Transformers with Diffusion Process
25. ICLR 2026DR-GGAD: Dual Residual Centering for Mitigating Anomaly Non‑Discriminativity in Generalist Graph Anomaly Detection
26. ICLR 2026DRAGON: Guard LLM Unlearning in Context via Negative Detection and Reasoning
27. ICLR 2026Dual Distillation for Few-Shot Anomaly Detection
28. ICLR 2026Dynamic Multi-sample Mixup with Gradient Exploration for Open-set Graph Anomaly Detection
29. ICLR 2026EDINET-Bench: Evaluating LLMs on Complex Financial Tasks using Japanese Financial Statements
30. ICLR 2026EigenScore: OOD Detection using Posterior Covariance in Diffusion Models
31. ICLR 2026Enhancing Hallucination Detection through Noise Injection
32. ICLR 2026Enhancing Sparse Event Detection in Healthcare Time-Series via Adaptive Gate of Context–Detail Interaction
33. ICLR 2026Enhancing Vision Transformers for Object Detection via Context-Aware Token Selection and Packing
34. ICLR 2026Escaping the Homophily Trap: A Threshold-free Graph Outlier Detection Framework via Clustering-guided Edge Reweighting
35. ICLR 2026EVEREST: A Transformer for Probabilistic Rare-Event Anomaly Detection with Evidential and Tail-Aware Uncertainty
36. ICLR 2026FakeXplain: AI-Generated Image Detection via Human-Aligned Grounded Reasoning
37. ICLR 2026Fantastic Tractor-Dogs and How Not to Find Them With Open-Vocabulary Detectors
38. ICLR 2026First is Not Really Better Than Last: Evaluating Layer Choice and Aggregation Strategies in Language Model Data Influence Estimation
39. ICLR 2026Fisher-Rao Sensitivity for Out-of-Distribution Detection in Deep Neural Networks
40. ICLR 2026Fore-Mamba3D: Mamba-based Foreground-Enhanced Encoding for 3D Object Detection
41. ICLR 2026ForestPersons: A Large-Scale Dataset for Under-Canopy Missing Person Detection
42. ICLR 2026Free Point-wise Anomaly Detection via Fold-bifurcation
43. ICLR 2026From ``Sure" to ``Sorry": Detecting Jailbreak in Large Vision Language Model via JailNeurons
44. ICLR 2026From Vicious to Virtuous Cycles: Synergistic Representation Learning for Unsupervised Video Object-Centric Learning
45. ICLR 2026FSOD-VFM: Few-Shot Object Detection with Vision Foundation Models and Graph Diffusion
46. ICLR 2026GOLDILOCS: GENERAL OBJECT-LEVEL DETECTION AND LABELING OF CHANGES IN SCENES
47. ICLR 2026GOT-Edit: Geometry-Aware Generic Object Tracking via Online Model Editing
48. ICLR 2026GradPCA: Leveraging NTK Alignment for Reliable Out-of-Distribution Detection
49. ICLR 2026HARP: Hallucination Detection via Reasoning Subspace Projection
50. ICLR 2026Healthcare Insurance Fraud Detection via Continual Fiedler Vector Graph Model

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。