目标检测论文趋势 2023–2026
检测与定位
统计范围:NeurIPS、ICLR、ICML、CVPR 四个会议,2023–2026 年,共 2,809 篇被归入该主题的论文。
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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 88 | 67 | 32 | 298 | 485 |
| 2024 | 667 | 78 | 55 | 272 | 1,072 |
| 2025 | 175 | 85 | 57 | 254 | 571 |
| 2026 | 179 | 95 | 121 | 286 | 681 |
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 571 篇,第 7 / 12 页
- ICLR 2025MetaOOD: Automatic Selection of OOD Detection Models
- ICLR 2025Min-K%++: Improved Baseline for Pre-Training Data Detection from Large Language Models
- ICLR 2025MMAD: A Comprehensive Benchmark for Multimodal Large Language Models in Industrial Anomaly Detection
- ICLR 2025MMFakeBench: A Mixed-Source Multimodal Misinformation Detection Benchmark for LVLMs
- ICLR 2025MOS: Model Synergy for Test-Time Adaptation on LiDAR-Based 3D Object Detection
- ICLR 2025Multi-Perspective Data Augmentation for Few-shot Object Detection
- ICLR 2025Multi-Scale Fusion for Object Representation
- ICLR 2025Neural Phylogeny: Fine-Tuning Relationship Detection among Neural Networks
- ICLR 2025Object-Centric Pretraining via Target Encoder Bootstrapping
- ICLR 2025On the Transfer of Object-Centric Representation Learning
- ICLR 2025Outlier Synthesis via Hamiltonian Monte Carlo for Out-of-Distribution Detection
- ICLR 2025PaLD: Detection of Text Partially Written by Large Language Models
- ICLR 2025PointOBB-v2: Towards Simpler, Faster, and Stronger Single Point Supervised Oriented Object Detection
- ICLR 2025Provably Safeguarding a Classifier from OOD and Adversarial Samples
- ICLR 2025PseDet: Revisiting the Power of Pseudo Label in Incremental Object Detection
- ICLR 2025Pursuing Better Decision Boundaries for Long-Tailed Object Detection via Category Information Amount
- ICLR 2025Pursuing Feature Separation based on Neural Collapse for Out-of-Distribution Detection
- ICLR 2025R2Det: Exploring Relaxed Rotation Equivariance in 2D Object Detection
- ICLR 2025Re-Aligning Language to Visual Objects with an Agentic Workflow
- ICLR 2025Reveal Object in Lensless Photography via Region Gaze and Amplification
- ICLR 2025RobuRCDet: Enhancing Robustness of Radar-Camera Fusion in Bird's Eye View for 3D Object Detection
- ICLR 2025SAGEPhos: Sage Bio-Coupled and Augmented Fusion for Phosphorylation Site Detection
- ICLR 2025Samba: Synchronized Set-of-Sequences Modeling for Multiple Object Tracking
- ICLR 2025Scale-Aware Contrastive Reverse Distillation for Unsupervised Medical Anomaly Detection
- ICLR 2025SpaceGNN: Multi-Space Graph Neural Network for Node Anomaly Detection with Extremely Limited Labels
- ICLR 2025Spreading Out-of-Distribution Detection on Graphs
- ICLR 2025State Space Model Meets Transformer: A New Paradigm for 3D Object Detection
- ICLR 2025TDDBench: A Benchmark for Training data detection
- ICLR 2025The Case for Cleaner Biosignals: High-fidelity Neural Compressor Enables Transfer from Cleaner iEEG to Noisier EEG
- ICLR 2025The Crystal Ball Hypothesis in diffusion models: Anticipating object positions from initial noise
- ICLR 2025The Power of LLM-Generated Synthetic Data for Stance Detection in Online Political Discussions
- ICLR 2025TimeInf: Time Series Data Contribution via Influence Functions
- ICLR 2025Tracking objects that change in appearance with phase synchrony
- ICLR 2025Training-free LLM-generated Text Detection by Mining Token Probability Sequences
- ICLR 2025Two Effects, One Trigger: On the Modality Gap, Object Bias, and Information Imbalance in Contrastive Vision-Language Models
- ICLR 2025Uni$^2$Det: Unified and Universal Framework for Prompt-Guided Multi-dataset 3D Detection
- ICLR 2025Unifying Unsupervised Graph-Level Anomaly Detection and Out-of-Distribution Detection: A Benchmark
- ICLR 2025Union-over-Intersections: Object Detection beyond Winner-Takes-All
- ICLR 2025YOLO-RD: Introducing Relevant and Compact Explicit Knowledge to YOLO by Retriever-Dictionary
- ICML 2025A Closer Look at Generalized BH Algorithm for Out-of-Distribution Detection
- ICML 2025A Online Statistical Framework for Out-of-Distribution Detection
- ICML 2025A Tale of Two Structures: Do LLMs Capture the Fractal Complexity of Language?
- ICML 2025A Variational Information Theoretic Approach to Out-of-Distribution Detection
- ICML 2025Adaptive Multi-prompt Contrastive Network for Few-shot Out-of-distribution Detection
- ICML 2025Causality-Aware Contrastive Learning for Robust Multivariate Time-Series Anomaly Detection
- ICML 2025Conformal Anomaly Detection in Event Sequences
- ICML 2025Conformal Prediction with Cellwise Outliers: A Detect-then-Impute Approach
- ICML 2025Controlling Neural Collapse Enhances Out-of-Distribution Detection and Transfer Learning
- ICML 2025CostFilter-AD: Enhancing Anomaly Detection through Matching Cost Filtering
- ICML 2025CurvGAD: Leveraging Curvature for Enhanced Graph Anomaly Detection
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后,写综述、挑方向或准备投稿时,不用离开对话框就能拿到这页的数字:每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文,AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查目标检测在 CVPR 2023–2026 的论文趋势,哪一年涨得最快?
AI 会调用的工具:get_topic_stats {"topic": "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。