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 78 篇，第 1 / 2 页

1. ICLR 2024A Data-Driven Measure of Relative Uncertainty for Misclassification Detection
2. ICLR 2024A Newborn Embodied Turing Test for Comparing Object Segmentation Across Animals and Machines
3. ICLR 2024ADOPD: A Large-Scale Document Page Decomposition Dataset
4. ICLR 2024AGILE3D: Attention Guided Interactive Multi-object 3D Segmentation
5. ICLR 2024Analyzing and Mitigating Object Hallucination in Large Vision-Language Models
6. ICLR 2024AnomalyCLIP: Object-agnostic Prompt Learning for Zero-shot Anomaly Detection
7. ICLR 2024BaDExpert: Extracting Backdoor Functionality for Accurate Backdoor Input Detection
8. ICLR 2024Boosting Graph Anomaly Detection with Adaptive Message Passing
9. ICLR 2024Bounding Box Stability against Feature Dropout Reflects Detector Generalization across Environments
10. ICLR 2024CAMIL: Context-Aware Multiple Instance Learning for Cancer Detection and Subtyping in Whole Slide Images
11. ICLR 2024Can we get the best of both Binary Neural Networks and Spiking Neural Networks for Efficient Computer Vision?
12. ICLR 2024CLIPSelf: Vision Transformer Distills Itself for Open-Vocabulary Dense Prediction
13. ICLR 2024COCO-Periph: Bridging the Gap Between Human and Machine Perception in the Periphery
14. ICLR 2024ConjNorm: Tractable Density Estimation for Out-of-Distribution Detection
15. ICLR 2024Consistency Training with Learnable Data Augmentation for Graph Anomaly Detection with Limited Supervision
16. ICLR 2024CrIBo: Self-Supervised Learning via Cross-Image Object-Level Bootstrapping
17. ICLR 2024Cycle Consistency Driven Object Discovery
18. ICLR 2024Decodable and Sample Invariant Continuous Object Encoder
19. ICLR 2024Deep Orthogonal Hypersphere Compression for Anomaly Detection
20. ICLR 2024DNA-GPT: Divergent N-Gram Analysis for Training-Free Detection of GPT-Generated Text
21. ICLR 2024Does Progress On Object Recognition Benchmarks Improve Generalization on Crowdsourced, Global Data?
22. ICLR 2024DORSal: Diffusion for Object-centric Representations of Scenes $\textit{et al.}$
23. ICLR 2024DOS: Diverse Outlier Sampling for Out-of-Distribution Detection
24. ICLR 2024DV-3DLane: End-to-end Multi-modal 3D Lane Detection with Dual-view Representation
25. ICLR 2024DynaVol: Unsupervised Learning for Dynamic Scenes through Object-Centric Voxelization
26. ICLR 2024Entity-Centric Reinforcement Learning for Object Manipulation from Pixels
27. ICLR 2024Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature
28. ICLR 2024Few-Shot Detection of Machine-Generated Text using Style Representations
29. ICLR 2024Fusion Is Not Enough: Single Modal Attacks on Fusion Models for 3D Object Detection
30. ICLR 2024GeoDiffusion: Text-Prompted Geometric Control for Object Detection Data Generation
31. ICLR 2024Grounded Object-Centric Learning
32. ICLR 2024H2O-SDF: Two-phase Learning for 3D Indoor Reconstruction using Object Surface Fields
33. ICLR 2024How Does Unlabeled Data Provably Help Out-of-Distribution Detection?
34. ICLR 2024How to Catch an AI Liar: Lie Detection in Black-Box LLMs by Asking Unrelated Questions
35. ICLR 2024ImageNet-OOD: Deciphering Modern Out-of-Distribution Detection Algorithms
36. ICLR 2024Ins-DetCLIP: Aligning Detection Model to Follow Human-Language Instruction
37. ICLR 2024INSIDE: LLMs' Internal States Retain the Power of Hallucination Detection
38. ICLR 2024InstructDET: Diversifying Referring Object Detection with Generalized Instructions
39. ICLR 2024Learning dynamic representations of the functional connectome in neurobiological networks
40. ICLR 2024Learning to Compose: Improving Object Centric Learning by Injecting Compositionality
41. ICLR 2024Learning with Mixture of Prototypes for Out-of-Distribution Detection
42. ICLR 2024LiDAR-PTQ: Post-Training Quantization for Point Cloud 3D Object Detection
43. ICLR 2024LLMs Meet VLMs: Boost Open Vocabulary Object Detection with Fine-grained Descriptors
44. ICLR 2024Mathematical Justification of Hard Negative Mining via Isometric Approximation Theorem
45. ICLR 2024MCM: Masked Cell Modeling for Anomaly Detection in Tabular Data
46. ICLR 2024MIntRec2.0: A Large-scale Benchmark Dataset for Multimodal Intent Recognition and Out-of-scope Detection in Conversations
47. ICLR 2024MixSup: Mixed-grained Supervision for Label-efficient LiDAR-based 3D Object Detection
48. ICLR 2024Modulated Phase Diffusor: Content-Oriented Feature Synthesis for Detecting Unknown Objects
49. ICLR 2024Multiscale Positive-Unlabeled Detection of AI-Generated Texts
50. ICLR 2024NECO: NEural Collapse Based Out-of-distribution 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。