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 298 篇，第 1 / 6 页

1. CVPR 20232PCNet: Two-Phase Consistency Training for Day-to-Night Unsupervised Domain Adaptive Object Detection
2. CVPR 20233D Shape Reconstruction of Semi-Transparent Worms
3. CVPR 20233D Video Object Detection With Learnable Object-Centric Global Optimization
4. CVPR 20233D-Aware Facial Landmark Detection via Multi-View Consistent Training on Synthetic Data
5. CVPR 20233D-Aware Object Goal Navigation via Simultaneous Exploration and Identification
6. CVPR 2023A Light Weight Model for Active Speaker Detection
7. CVPR 2023A New Comprehensive Benchmark for Semi-Supervised Video Anomaly Detection and Anticipation
8. CVPR 2023Adaptive Sparse Convolutional Networks With Global Context Enhancement for Faster Object Detection on Drone Images
9. CVPR 2023Adaptive Sparse Pairwise Loss for Object Re-Identification
10. CVPR 2023AeDet: Azimuth-Invariant Multi-View 3D Object Detection
11. CVPR 2023Affordance Diffusion: Synthesizing Hand-Object Interactions
12. CVPR 2023Aligning Bag of Regions for Open-Vocabulary Object Detection
13. CVPR 2023Ambiguity-Resistant Semi-Supervised Learning for Dense Object Detection
14. CVPR 2023Anchor3DLane: Learning To Regress 3D Anchors for Monocular 3D Lane Detection
15. CVPR 2023Angelic Patches for Improving Third-Party Object Detector Performance
16. CVPR 2023Annealing-Based Label-Transfer Learning for Open World Object Detection
17. CVPR 2023ARCTIC: A Dataset for Dexterous Bimanual Hand-Object Manipulation
18. CVPR 2023ARO-Net: Learning Implicit Fields From Anchored Radial Observations
19. CVPR 2023AShapeFormer: Semantics-Guided Object-Level Active Shape Encoding for 3D Object Detection via Transformers
20. CVPR 2023AsyFOD: An Asymmetric Adaptation Paradigm for Few-Shot Domain Adaptive Object Detection
21. CVPR 2023AUNet: Learning Relations Between Action Units for Face Forgery Detection
22. CVPR 2023AutoRecon: Automated 3D Object Discovery and Reconstruction
23. CVPR 2023Azimuth Super-Resolution for FMCW Radar in Autonomous Driving
24. CVPR 2023Balanced Energy Regularization Loss for Out-of-Distribution Detection
25. CVPR 2023Benchmarking Robustness of 3D Object Detection to Common Corruptions
26. CVPR 2023BEV-LaneDet: An Efficient 3D Lane Detection Based on Virtual Camera via Key-Points
27. CVPR 2023BEV-SAN: Accurate BEV 3D Object Detection via Slice Attention Networks
28. CVPR 2023BEVHeight: A Robust Framework for Vision-Based Roadside 3D Object Detection
29. CVPR 2023Bi-LRFusion: Bi-Directional LiDAR-Radar Fusion for 3D Dynamic Object Detection
30. CVPR 2023Bi3D: Bi-Domain Active Learning for Cross-Domain 3D Object Detection
31. CVPR 2023Biomechanics-Guided Facial Action Unit Detection Through Force Modeling
32. CVPR 2023Block Selection Method for Using Feature Norm in Out-of-Distribution Detection
33. CVPR 2023Boosting Detection in Crowd Analysis via Underutilized Output Features
34. CVPR 2023Boosting Video Object Segmentation via Space-Time Correspondence Learning
35. CVPR 2023Box-Level Active Detection
36. CVPR 2023Breaking the "Object" in Video Object Segmentation
37. CVPR 2023Bridging Precision and Confidence: A Train-Time Loss for Calibrating Object Detection
38. CVPR 2023Camouflaged Object Detection With Feature Decomposition and Edge Reconstruction
39. CVPR 2023CAMS: CAnonicalized Manipulation Spaces for Category-Level Functional Hand-Object Manipulation Synthesis
40. CVPR 2023CapDet: Unifying Dense Captioning and Open-World Detection Pretraining
41. CVPR 2023CAPE: Camera View Position Embedding for Multi-View 3D Object Detection
42. CVPR 2023CAT: LoCalization and IdentificAtion Cascade Detection Transformer for Open-World Object Detection
43. CVPR 2023Category Query Learning for Human-Object Interaction Classification
44. CVPR 2023CIGAR: Cross-Modality Graph Reasoning for Domain Adaptive Object Detection
45. CVPR 2023CLIP the Gap: A Single Domain Generalization Approach for Object Detection
46. CVPR 2023Co-Salient Object Detection With Uncertainty-Aware Group Exchange-Masking
47. CVPR 2023Collaboration Helps Camera Overtake LiDAR in 3D Detection
48. CVPR 2023Collaborative Noisy Label Cleaner: Learning Scene-Aware Trailers for Multi-Modal Highlight Detection in Movies
49. CVPR 2023Command-Driven Articulated Object Understanding and Manipulation
50. CVPR 2023Compositor: Bottom-Up Clustering and Compositing for Robust Part and Object Segmentation

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。