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 179 篇，第 1 / 4 页

1. NeurIPS 20263D-PLOT-LLM: Part-Level Object Tokens for 3D Large Language Models
2. NeurIPS 20263D-VITAL: Visibility-aware Identity Training from Artificial Liftings of 3D Reconstruction model for Cross-View Object Re-Identification
3. NeurIPS 2026A Systematic Analysis of Out-of-Distribution Detection Under Representation and Training Paradigm Shifts
4. NeurIPS 2026Actionable Hallucination Detection: Translating Latent Uncertainty into Agentic Critique
5. NeurIPS 2026Adaptive Covariance and Multi-Layer Alignment for Out-of-Distribution Detection
6. NeurIPS 2026Align3D-AD: Cross-Modal Feature Alignment and Dual-Prompt Learning for Zero-shot 3D Anomaly Detection
7. NeurIPS 2026Alignment Imprint: Zero-Shot AI-Generated Text Detection via Provable Preference Discrepancy
8. NeurIPS 2026An Efficient Cross-modal Feature Reconstruction Model for Multimodal Multi-class Anomaly Detection
9. NeurIPS 2026Articulation in Prime: Primitive-Based Articulated Object Understanding from a Single Casual Video
10. NeurIPS 2026At FullTilt: Real-Time Open-Set 3D Macromolecule Detection Directly from Tilted 2D Projections
11. NeurIPS 2026Auditing Attention Head Masking for Out-of-Distribution Detection: Cross-Architecture Wins, Failures, and Polarity Inversions
12. NeurIPS 2026AWP: Activation-based Window Pruning for Gigapixel Object Detection
13. NeurIPS 2026Beyond Normal References: Discriminative Few-Shot Anomaly Detection
14. NeurIPS 2026Beyond the Prompt: Leveraging Pre-Decoding States for Jailbreak Detection in dLLMs
15. NeurIPS 2026Beyond Uniform Detection: Adaptive Hallucination Detection for RAG Across Response Regimes
16. NeurIPS 2026BiHashFormer: Hash-Driven Dual-Branch Transformer for Efficient Object Detection in HRW Shots
17. NeurIPS 2026BiLi: Bridging the Last Mile in LiDAR Localization
18. NeurIPS 2026BoxTuning: Object-Aware Visual Prompting for Multimodal Model Fine-Tuning
19. NeurIPS 2026BusterX: MLLM-Powered AI-Generated Video Forgery Detection and Explanation
20. NeurIPS 2026CA-Judge: Teach Large Models to Judge Anomalies via Comparison for Video Anomaly Detection
21. NeurIPS 2026Causal Bias Detection in Generative Artifical Intelligence
22. NeurIPS 2026Characterizing Universal Object Representations Across Vision Models
23. NeurIPS 2026CHORD: Cross-Model Hallucination Detection via Relational Graph Discrimination
24. NeurIPS 2026CoDeRNet: Selective Cross-Task Routing under Heterogeneous Supervision for Change Detection and Captioning
25. NeurIPS 2026Combating Camouflage and Forgetting: Spatio-Temporal Dual Denoising for Money Laundering Detection
26. NeurIPS 2026COMET: Codebook-based Online-adaptive Multi-scale Embedding for Time-series Anomaly Detection
27. NeurIPS 2026Component-Based Out-of-Distribution Detection
28. NeurIPS 2026ComPose: When to Trust Hands for Object Pose Tracking
29. NeurIPS 2026ConfDet: Learning Reliable Confidence for MLLM-based Detection
30. NeurIPS 2026ContextShift: A Controlled Benchmark for Context Dependence in Object Detection
31. NeurIPS 2026COVD: Continual Open-Vocabulary Object Detection with Novel Concept Injection
32. NeurIPS 2026Cross-Layer Evolution Graph Learning for Fine-grained VLM Hallucination Detection
33. NeurIPS 2026CT-Lesion: A Multi-Region CT Dataset for Co-existing Lesion Segmentation and Detection
34. NeurIPS 2026DARLING: Detection Augmented Reinforcement Learning with Non-Stationary Guarantees
35. NeurIPS 2026DCVD: Dual-Channel Cross-Modal Fusion for Joint Vulnerability Detection and Localization
36. NeurIPS 2026Detect Anything in Graphic Design: Element-Level Rewards for Autoregressive Detection
37. NeurIPS 2026Detection and Classification in Latent Spaces: High-Dimensional Analysis and Validation
38. NeurIPS 2026DexOPE: 6D Object Pose Estimation in Dexterous Manipulation
39. NeurIPS 2026Distributional Estimation of 3D Object Orientation
40. NeurIPS 2026Dynamic Query as Budgeting for Tiny Object Detection
41. NeurIPS 2026DynaProto: Dynamic Prototypical Contrast for Temporally Consistent Object-Centric Learning
42. NeurIPS 2026Effective Knowledge Conflict Detection via Joint Agentic Optimization
43. NeurIPS 2026EmbodiedObject: All-in-One Object Understanding with SLAT
44. NeurIPS 2026Enhancing Agentic Code Localization with Traceability Recovered from Repository Evolution
45. NeurIPS 2026Evaluating Epistemic Uncertainty: Beyond OOD Detection and Active Learning
46. NeurIPS 2026Exploiting Textual Semantics for Robust Cross-View Object Correspondence
47. NeurIPS 2026Exposing and Mitigating Temporal Attack in Deepfake Video Detection
48. NeurIPS 2026F2G-Pose: Geometry-Aware Foundation Feature Lifting for Direct RGB-D Category-Level Object Pose Estimation
49. NeurIPS 2026FACETS: Cross-Granularity Vision--Language Modeling for 3D Anomaly Detection
50. NeurIPS 2026Fault Tolerance in Transformers Favors Output Alignment over Hidden-State Consistency

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。