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 85 篇，第 1 / 2 页

1. ICLR 20253D-AffordanceLLM: Harnessing Large Language Models for Open-Vocabulary Affordance Detection in 3D Worlds
2. ICLR 2025A Statistical Approach for Controlled Training Data Detection
3. ICLR 2025AdaManip: Adaptive Articulated Object Manipulation Environments and Policy Learning
4. ICLR 2025Advancing Out-of-Distribution Detection via Local Neuroplasticity
5. ICLR 2025Adversarially Robust Anomaly Detection through Spurious Negative Pair Mitigation
6. ICLR 2025Adversarially Robust Out-of-Distribution Detection Using Lyapunov-Stabilized Embeddings
7. ICLR 2025Aligned Datasets Improve Detection of Latent Diffusion-Generated Images
8. ICLR 2025AnoLLM: Large Language Models for Tabular Anomaly Detection
9. ICLR 2025AutoUAD: Hyper-parameter Optimization for Unsupervised Anomaly Detection
10. ICLR 2025Black-Box Detection of Language Model Watermarks
11. ICLR 2025Can LLMs Understand Time Series Anomalies?
12. ICLR 2025Can We Ignore Labels in Out of Distribution Detection?
13. ICLR 2025CATCH: Channel-Aware Multivariate Time Series Anomaly Detection via Frequency Patching
14. ICLR 2025CO-MOT: Boosting End-to-end Transformer-based Multi-Object Tracking via Coopetition Label Assignment and Shadow Sets
15. ICLR 2025Cyclic Contrastive Knowledge Transfer for Open-Vocabulary Object Detection
16. ICLR 2025D-FINE: Redefine Regression Task of DETRs as Fine-grained Distribution Refinement
17. ICLR 2025DECO: Unleashing the Potential of ConvNets for Query-based Detection and Segmentation
18. ICLR 2025Decoupled Graph Energy-based Model for Node Out-of-Distribution Detection on Heterophilic Graphs
19. ICLR 2025Deep Kernel Relative Test for Machine-generated Text Detection
20. ICLR 2025Dense Video Object Captioning from Disjoint Supervision
21. ICLR 2025DRL: Decomposed Representation Learning for Tabular Anomaly Detection
22. ICLR 2025Exact Community Recovery under Side Information: Optimality of Spectral Algorithms
23. ICLR 2025Exploring the Effectiveness of Object-Centric Representations in Visual Question Answering: Comparative Insights with Foundation Models
24. ICLR 2025FakeShield: Explainable Image Forgery Detection and Localization via Multi-modal Large Language Models
25. ICLR 2025Fitting Networks with a Cancellation Trick
26. ICLR 2025Gaussian-Det: Learning Closed-Surface Gaussians for 3D Object Detection
27. ICLR 2025Glimpse: Enabling White-Box Methods to Use Proprietary Models for Zero-Shot LLM-Generated Text Detection
28. ICLR 2025GOLD: Graph Out-of-Distribution Detection via Implicit Adversarial Latent Generation
29. ICLR 2025GrabS: Generative Embodied Agent for 3D Object Segmentation without Scene Supervision
30. ICLR 2025HaDeMiF: Hallucination Detection and Mitigation in Large Language Models
31. ICLR 2025High-dimension Prototype is a Better Incremental Object Detection Learner
32. ICLR 2025I Can Hear You: Selective Robust Training for Deepfake Audio Detection
33. ICLR 2025Image Watermarks are Removable using Controllable Regeneration from Clean Noise
34. ICLR 2025Image-level Memorization Detection via Inversion-based Inference Perturbation
35. ICLR 2025IMDPrompter: Adapting SAM to Image Manipulation Detection by Cross-View Automated Prompt Learning
36. ICLR 2025Infilling Score: A Pretraining Data Detection Algorithm for Large Language Models
37. ICLR 2025Input Space Mode Connectivity in Deep Neural Networks
38. ICLR 2025Intent3D: 3D Object Detection in RGB-D Scans Based on Human Intention
39. ICLR 2025Investigating Pattern Neurons in Urban Time Series Forecasting
40. ICLR 2025Kolmogorov-Arnold Transformer
41. ICLR 2025Learn hybrid prototypes for multivariate time series anomaly detection
42. ICLR 2025Learning 3D Perception from Others' Predictions
43. ICLR 2025Learning Shape-Independent Transformation via Spherical Representations for Category-Level Object Pose Estimation
44. ICLR 2025Learning Structured Universe Graph with Outlier OOD Detection for Partial Matching
45. ICLR 2025Local-Prompt: Extensible Local Prompts for Few-Shot Out-of-Distribution Detection
46. ICLR 2025LOKI: A Comprehensive Synthetic Data Detection Benchmark using Large Multimodal Models
47. ICLR 2025MetaOOD: Automatic Selection of OOD Detection Models
48. ICLR 2025Min-K%++: Improved Baseline for Pre-Training Data Detection from Large Language Models
49. ICLR 2025MMAD: A Comprehensive Benchmark for Multimodal Large Language Models in Industrial Anomaly Detection
50. ICLR 2025MMFakeBench: A Mixed-Source Multimodal Misinformation Detection Benchmark for LVLMs

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。