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 272 篇，第 1 / 6 页

1. CVPR 20243DiffTection: 3D Object Detection with Geometry-Aware Diffusion Features
2. CVPR 20246D-Diff: A Keypoint Diffusion Framework for 6D Object Pose Estimation
3. CVPR 2024A-Teacher: Asymmetric Network for 3D Semi-Supervised Object Detection
4. CVPR 2024Action Detection via an Image Diffusion Process
5. CVPR 2024Active Domain Adaptation with False Negative Prediction for Object Detection
6. CVPR 2024Active Object Detection with Knowledge Aggregation and Distillation from Large Models
7. CVPR 2024ADA-Track: End-to-End Multi-Camera 3D Multi-Object Tracking with Alternating Detection and Association
8. CVPR 2024Adapting Short-Term Transformers for Action Detection in Untrimmed Videos
9. CVPR 2024Adapting Visual-Language Models for Generalizable Anomaly Detection in Medical Images
10. CVPR 2024Adaptive Slot Attention: Object Discovery with Dynamic Slot Number
11. CVPR 2024AEROBLADE: Training-Free Detection of Latent Diffusion Images Using Autoencoder Reconstruction Error
12. CVPR 2024AIDE: An Automatic Data Engine for Object Detection in Autonomous Driving
13. CVPR 2024An Empirical Study of the Generalization Ability of Lidar 3D Object Detectors to Unseen Domains
14. CVPR 2024Anomaly Heterogeneity Learning for Open-set Supervised Anomaly Detection
15. CVPR 2024AnyDoor: Zero-shot Object-level Image Customization
16. CVPR 2024Back to 3D: Few-Shot 3D Keypoint Detection with Back-Projected 2D Features
17. CVPR 2024Benchmarking the Robustness of Temporal Action Detection Models Against Temporal Corruptions
18. CVPR 2024BEVNeXt: Reviving Dense BEV Frameworks for 3D Object Detection
19. CVPR 2024BEVSpread: Spread Voxel Pooling for Bird's-Eye-View Representation in Vision-based Roadside 3D Object Detection
20. CVPR 2024Beyond Seen Primitive Concepts and Attribute-Object Compositional Learning
21. CVPR 2024Bilateral Adaptation for Human-Object Interaction Detection with Occlusion-Robustness
22. CVPR 2024Boosting Object Detection with Zero-Shot Day-Night Domain Adaptation
23. CVPR 2024Bridging the Gap: A Unified Video Comprehension Framework for Moment Retrieval and Highlight Detection
24. CVPR 2024Brush2Prompt: Contextual Prompt Generator for Object Inpainting
25. CVPR 2024CaKDP: Category-aware Knowledge Distillation and Pruning Framework for Lightweight 3D Object Detection
26. CVPR 2024CAM Back Again: Large Kernel CNNs from a Weakly Supervised Object Localization Perspective
27. CVPR 2024CAT: Exploiting Inter-Class Dynamics for Domain Adaptive Object Detection
28. CVPR 2024Causal Mode Multiplexer: A Novel Framework for Unbiased Multispectral Pedestrian Detection
29. CVPR 2024CMA: A Chromaticity Map Adapter for Robust Detection of Screen-Recapture Document Images
30. CVPR 2024CN-RMA: Combined Network with Ray Marching Aggregation for 3D Indoor Object Detection from Multi-view Images
31. CVPR 2024Coherence As Texture - Passive Textureless 3D Reconstruction by Self-interference
32. CVPR 2024Commonsense Prototype for Outdoor Unsupervised 3D Object Detection
33. CVPR 2024Composing Object Relations and Attributes for Image-Text Matching
34. CVPR 2024Confronting Ambiguity in 6D Object Pose Estimation via Score-Based Diffusion on SE(3)
35. CVPR 2024Contrastive Learning for DeepFake Classification and Localization via Multi-Label Ranking
36. CVPR 2024CORE-MPI: Consistency Object Removal with Embedding MultiPlane Image
37. CVPR 2024CORES: Convolutional Response-based Score for Out-of-distribution Detection
38. CVPR 2024CosalPure: Learning Concept from Group Images for Robust Co-Saliency Detection
39. CVPR 2024CRKD: Enhanced Camera-Radar Object Detection with Cross-modality Knowledge Distillation
40. CVPR 2024CrossKD: Cross-Head Knowledge Distillation for Object Detection
41. CVPR 2024CuVLER: Enhanced Unsupervised Object Discoveries through Exhaustive Self-Supervised Transformers
42. CVPR 2024D3T: Distinctive Dual-Domain Teacher Zigzagging Across RGB-Thermal Gap for Domain-Adaptive Object Detection
43. CVPR 2024Decomposing Disease Descriptions for Enhanced Pathology Detection: A Multi-Aspect Vision-Language Pre-training Framework
44. CVPR 2024DeconfuseTrack: Dealing with Confusion for Multi-Object Tracking
45. CVPR 2024Decoupled Pseudo-labeling for Semi-Supervised Monocular 3D Object Detection
46. CVPR 2024Delving into the Trajectory Long-tail Distribution for Muti-object Tracking
47. CVPR 2024Depth-Aware Concealed Crop Detection in Dense Agricultural Scenes
48. CVPR 2024DetCLIPv3: Towards Versatile Generative Open-vocabulary Object Detection
49. CVPR 2024DETRs Beat YOLOs on Real-time Object Detection
50. CVPR 2024DiaLoc: An Iterative Approach to Embodied Dialog Localization

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。