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 667 篇，第 1 / 14 页

1. NeurIPS 2024$\text{Di}^2\text{Pose}$: Discrete Diffusion Model for Occluded 3D Human Pose Estimation
2. NeurIPS 2024$SE(3)$ Equivariant Ray Embeddings for Implicit Multi-View Depth Estimation
3. NeurIPS 20242D-OOB: Attributing Data Contribution Through Joint Valuation Framework
4. NeurIPS 20243D Equivariant Pose Regression via Direct Wigner-D Harmonics Prediction
5. NeurIPS 20243D Focusing-and-Matching Network for Multi-Instance Point Cloud Registration
6. NeurIPS 20243D Gaussian Rendering Can Be Sparser: Efficient Rendering via Learned Fragment Pruning
7. NeurIPS 20243D Gaussian Splatting as Markov Chain Monte Carlo
8. NeurIPS 20243DET-Mamba: Causal Sequence Modelling for End-to-End 3D Object Detection
9. NeurIPS 20243DGS-Enhancer: Enhancing Unbounded 3D Gaussian Splatting with View-consistent 2D Diffusion Priors
10. NeurIPS 20244D Gaussian Splatting in the Wild with Uncertainty-Aware Regularization
11. NeurIPS 20244M-21: An Any-to-Any Vision Model for Tens of Tasks and Modalities
12. NeurIPS 2024A Closer Look at the CLS Token for Cross-Domain Few-Shot Learning
13. NeurIPS 2024A Consistency-Aware Spot-Guided Transformer for Versatile and Hierarchical Point Cloud Registration
14. NeurIPS 2024A General Protocol to Probe Large Vision Models for 3D Physical Understanding
15. NeurIPS 2024A Global Depth-Range-Free Multi-View Stereo Transformer Network with Pose Embedding
16. NeurIPS 2024A Label is Worth A Thousand Images in Dataset Distillation
17. NeurIPS 2024A Motion-aware Spatio-temporal Graph for Video Salient Object Ranking
18. NeurIPS 2024A New Multi-Source Light Detection Benchmark and Semi-Supervised Focal Light Detection
19. NeurIPS 2024A Novel Unified Architecture for Low-Shot Counting by Detection and Segmentation
20. NeurIPS 2024A robust inlier identification algorithm for point cloud registration via $\mathbf{\ell_0}$-minimization
21. NeurIPS 2024A Siamese Transformer with Hierarchical Refinement for Lane Detection
22. NeurIPS 2024A Simple Image Segmentation Framework via In-Context Examples
23. NeurIPS 2024A Simple yet Universal Framework for Depth Completion
24. NeurIPS 2024A Sober Look at the Robustness of CLIPs to Spurious Features
25. NeurIPS 2024A Surprisingly Simple Approach to Generalized Few-Shot Semantic Segmentation
26. NeurIPS 2024A Unified Framework for 3D Scene Understanding
27. NeurIPS 2024Accelerating Augmentation Invariance Pretraining
28. NeurIPS 2024Accelerating Non-Maximum Suppression: A Graph Theory Perspective
29. NeurIPS 2024Accelerating Pre-training of Multimodal LLMs via Chain-of-Sight
30. NeurIPS 2024ActAnywhere: Subject-Aware Video Background Generation
31. NeurIPS 2024ActFusion: a Unified Diffusion Model for Action Segmentation and Anticipation
32. NeurIPS 2024Activating Self-Attention for Multi-Scene Absolute Pose Regression
33. NeurIPS 2024Active Perception for Grasp Detection via Neural Graspness Field
34. NeurIPS 2024AdaNeg: Adaptive Negative Proxy Guided OOD Detection with Vision-Language Models
35. NeurIPS 2024AdaPKC: PeakConv with Adaptive Peak Receptive Field for Radar Semantic Segmentation
36. NeurIPS 2024Adaptive Important Region Selection with Reinforced Hierarchical Search for Dense Object Detection
37. NeurIPS 2024Adaptive Visual Scene Understanding: Incremental Scene Graph Generation
38. NeurIPS 2024AdaptiveISP: Learning an Adaptive Image Signal Processor for Object Detection
39. NeurIPS 2024Advancing Cross-domain Discriminability in Continual Learning of Vision-Language Models
40. NeurIPS 2024Advancing Fine-Grained Classification by Structure and Subject Preserving Augmentation
41. NeurIPS 2024Advancing Open-Set Domain Generalization Using Evidential Bi-Level Hardest Domain Scheduler
42. NeurIPS 2024Advancing Video Anomaly Detection: A Concise Review and a New Dataset
43. NeurIPS 2024AED: Adaptable Error Detection for Few-shot Imitation Policy
44. NeurIPS 2024Aggregate-and-Adapt Natural Language Prompts for Downstream Generalization of CLIP
45. NeurIPS 2024AHA: Human-Assisted Out-of-Distribution Generalization and Detection
46. NeurIPS 2024Aligning Audio-Visual Joint Representations with an Agentic Workflow
47. NeurIPS 2024Aligning Vision Models with Human Aesthetics in Retrieval: Benchmarks and Algorithms
48. NeurIPS 2024All-in-One Image Coding for Joint Human-Machine Vision with Multi-Path Aggregation
49. NeurIPS 2024AlphaTablets: A Generic Plane Representation for 3D Planar Reconstruction from Monocular Videos
50. NeurIPS 2024Amnesia as a Catalyst for Enhancing Black Box Pixel Attacks in Image Classification and Object Detection

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。