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 67 篇，第 1 / 2 页

1. ICLR 2023A Call to Reflect on Evaluation Practices for Failure Detection in Image Classification
2. ICLR 2023A framework for benchmarking Class-out-of-distribution detection and its application to ImageNet
3. ICLR 2023A Simple Approach for Visual Room Rearrangement: 3D Mapping and Semantic Search
4. ICLR 2023Active Learning for Object Detection with Evidential Deep Learning and Hierarchical Uncertainty Aggregation
5. ICLR 2023Adaptive Robust Evidential Optimization For Open Set Detection from Imbalanced Data
6. ICLR 2023AE-FLOW: Autoencoders with Normalizing Flows for Medical Images Anomaly Detection
7. ICLR 2023BEVDistill: Cross-Modal BEV Distillation for Multi-View 3D Object Detection
8. ICLR 2023Bidirectional Propagation for Cross-Modal 3D Object Detection
9. ICLR 2023Bridging the Gap to Real-World Object-Centric Learning
10. ICLR 2023Causality Compensated Attention for Contextual Biased Visual Recognition
11. ICLR 2023Compositional Prompt Tuning with Motion Cues for Open-vocabulary Video Relation Detection
12. ICLR 2023Constraining Representations Yields Models That Know What They Don't Know
13. ICLR 2023DamoFD: Digging into Backbone Design on Face Detection
14. ICLR 2023DaxBench: Benchmarking Deformable Object Manipulation with Differentiable Physics
15. ICLR 2023DBQ-SSD: Dynamic Ball Query for Efficient 3D Object Detection
16. ICLR 2023DexDeform: Dexterous Deformable Object Manipulation with Human Demonstrations and Differentiable Physics
17. ICLR 2023Differentiable Mathematical Programming for Object-Centric Representation Learning
18. ICLR 2023DINO: DETR with Improved DeNoising Anchor Boxes for End-to-End Object Detection
19. ICLR 2023DM-NeRF: 3D Scene Geometry Decomposition and Manipulation from 2D Images
20. ICLR 2023Energy-based Out-of-Distribution Detection for Graph Neural Networks
21. ICLR 2023Explicit Box Detection Unifies End-to-End Multi-Person Pose Estimation
22. ICLR 2023Exploring Active 3D Object Detection from a Generalization Perspective
23. ICLR 2023Extremely Simple Activation Shaping for Out-of-Distribution Detection
24. ICLR 2023Fake It Until You Make It : Towards Accurate Near-Distribution Novelty Detection
25. ICLR 2023GOOD: Exploring geometric cues for detecting objects in an open world
26. ICLR 2023H2RBox: Horizontal Box Annotation is All You Need for Oriented Object Detection
27. ICLR 2023Hierarchical Abstraction for Combinatorial Generalization in Object Rearrangement
28. ICLR 2023How to Exploit Hyperspherical Embeddings for Out-of-Distribution Detection?
29. ICLR 2023Image to Sphere: Learning Equivariant Features for Efficient Pose Prediction
30. ICLR 2023ImaginaryNet: Learning Object Detectors without Real Images and Annotations
31. ICLR 2023Improving Object-centric Learning with Query Optimization
32. ICLR 2023Interpretability in the Wild: a Circuit for Indirect Object Identification in GPT-2 Small
33. ICLR 2023Learning Object-Language Alignments for Open-Vocabulary Object Detection
34. ICLR 2023Learning Proximal Operators to Discover Multiple Optima
35. ICLR 2023Learning Simultaneous Navigation and Construction in Grid Worlds
36. ICLR 2023Learning What and Where: Disentangling Location and Identity Tracking Without Supervision
37. ICLR 2023Masked Distillation with Receptive Tokens
38. ICLR 2023NeRF-SOS: Any-View Self-supervised Object Segmentation on Complex Scenes
39. ICLR 2023Neural Radiance Field Codebooks
40. ICLR 2023Neural Systematic Binder
41. ICLR 2023ODAM: Gradient-based Instance-Specific Visual Explanations for Object Detection
42. ICLR 2023Open-Vocabulary Object Detection upon Frozen Vision and Language Models
43. ICLR 2023Out-of-Distribution Detection and Selective Generation for Conditional Language Models
44. ICLR 2023Out-of-Distribution Detection based on In-Distribution Data Patterns Memorization with Modern Hopfield Energy
45. ICLR 2023Out-of-distribution Detection with Implicit Outlier Transformation
46. ICLR 2023Phase transition for detecting a small community in a large network
47. ICLR 2023Proposal-Contrastive Pretraining for Object Detection from Fewer Data
48. ICLR 2023Pushing the Limits of Fewshot Anomaly Detection in Industry Vision: Graphcore
49. ICLR 2023QAID: Question Answering Inspired Few-shot Intent Detection
50. ICLR 2023Red PANDA: Disambiguating Image Anomaly Detection by Removing Nuisance Factors

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。