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 286 篇，第 1 / 6 页

1. CVPR 20263D-Object Perception Transformer 3PT
2. CVPR 20264DSurf High-Fidelity Dynamic Scene Surface Reconstruction
3. CVPR 2026A Closer Look at Cross-Domain Few-Shot Object Detection Fine-Tuning Matters
4. CVPR 2026A Debiased Reconstruction-based Framework for Training-Free Detection of AI-Generated Images
5. CVPR 2026A Difference-in-Difference Approach to Detecting AI-Generated Images
6. CVPR 2026A Sanity Check for Multi-In-Domain Face Forgery Detection in the
7. CVPR 2026A Semantically Disentangled Unified Model for Multi-category 3D Anomaly Detection
8. CVPR 2026Activation Matters Test-time Activated Negative Labels for OOD Detection with
9. CVPR 2026Adaptive Confidence Regularization for Multimodal Failure Detection
10. CVPR 2026Adaptive Spatial-Temporal Window Unlocking the Potential of Event Cameras in
11. CVPR 2026AffordGen Generating Diverse Demonstrations for Generalizable Object Manipulation with Affordance
12. CVPR 2026AgentDet A Shared-Blackboard Multi-Agent Framework for Zero-Few-Shot Object Detection
13. CVPR 2026AKCMamba-YOLO Selective State Space Models For Real-Time Object Detection
14. CVPR 2026All in One Unifying Deepfake Detection Tampering Localization and Source
15. CVPR 2026An Efficient Token Compression Framework for Visual Object Tracking
16. CVPR 2026Anomaly-Related Residual Fields for Cross-domain Anomaly Detection
17. CVPR 2026AntiStyler Defending Object Detection Models Against Adversarial Patch Attacks Using
18. CVPR 2026ANTS Adaptive Negative Textual Space Shaping for OOD Detection via
19. CVPR 2026APEX A Decoupled Memory-based Explorer for Asynchronous Aerial Object Goal
20. CVPR 2026ArchSym Detecting 3D-Grounded Architectural Symmetries in the Wild
21. CVPR 2026ArtHOI Taming Foundation Models for Monocular 4D Reconstruction of Hand-Articulated-Object
22. CVPR 2026AXG-Reasoner Error Detection and Explanation in Long Task Videos with
23. CVPR 2026Balanced Hierarchical Contrastive Learning with Decoupled Queries for Fine-grained Object
24. CVPR 2026BDNetBio-Inspired Dual-Backbone Small Object Detection Network
25. CVPR 2026BEA-GS BEyond RAdiance Supervision in 3DGS for Precise Object Extraction
26. CVPR 2026BEV-SLD Self-Supervised Scene Landmark Detection for Global Localization with LiDAR
27. CVPR 2026Beyond Appearance Camouflaged Object Detection via Geometric Structure
28. CVPR 2026Beyond Explicit Language Plug-and-Play Visual-to-Linguistic Modeling Toward General Object Tracking
29. CVPR 2026Beyond Prompt Degradation Prototype-guided Dual-pool Prompting for Incremental Object Detection
30. CVPR 2026Beyond Reassembly Fractured Object Recovery with Missing Parts
31. CVPR 2026Beyond the Global Scores Fine-Grained Token Grounding as a Robust
32. CVPR 2026Black-Box Domain Adaptation for Object Detection with Retention-Driven Knowledge Compression
33. CVPR 2026Boosting Quantitive and Spatial Awareness for Zero-Shot Object Counting
34. CVPR 2026Boosting Vision-Language Models Towards Cross-Domain Incremental Object Detection
35. CVPR 2026BOP-ASK Object-Interaction Reasoning for Vision-Language Models
36. CVPR 2026Breaking Smooth-Motion Assumptions A UAV Benchmark for Multi-Object Tracking in
37. CVPR 2026Breaking Spurious Correlations Uncertainty-Driven Causal Transformers for AU Detection
38. CVPR 2026Bulk RNA-seq Guided Multi-modal Detection of Anomalous Regions in Human
39. CVPR 2026BUSSARD Normalizing Flows for Bijective Universal Scene-Specific Anomalous Relationship Detection
40. CVPR 2026Bypassing the Transport Plan Dynamic Reweighting for Out-of-Distribution Detection with
41. CVPR 2026CARI4D Category Agnostic 4D Reconstruction of Human-Object Interaction
42. CVPR 2026CCF Complementary Collaborative Fusion for Domain Generalized Multi-Modal 3D Object
43. CVPR 2026Chain-of-Thought Guided Multi-Modal Object Re-Identification
44. CVPR 2026Clay-to-Stone Phase-wise 3D Gaussian Splatting for Monocular Articulated Hand-Object Manipulation
45. CVPR 2026CoCoVideo The High-Quality Commercial-Model-Based Contrastive Benchmark for AI-Generated Video Detection
46. CVPR 2026COG Confidence-aware Optimal Geometric Correspondence for Unsupervised Single-reference Novel Object
47. CVPR 2026CoIn3D Revisiting Configuration-Invariant Multi-Camera 3D Object Detection
48. CVPR 2026Complementary Prototype Mapping for Efficient Multimodal Anomaly Detection
49. CVPR 2026ComPose A Unified Completion-Pose Framework for Robust Category-Level Object Pose
50. CVPR 2026Computational Speckle Pattern Interferometry

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。