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 2,809 篇,第 10 / 57 页
- ICML 2026Learning Attribute–Affordance Hierarchies in Hyperbolic Space for Open-Vocabulary 3D Object Affordance Grounding
- ICML 2026Learning Tight Rejection Boundaries without Negatives for Strict One-Class Audio Deepfake Detection
- ICML 2026LLM Self-Recognition: Steering and Retrieving Activation Signatures
- ICML 2026LORD-GoF: A Robust Online Detection Approach for LLM Watermarks in Sparse and Mixed Streams
- ICML 2026Memory-Distilled Selection for Noise-Robust Anomaly Detection
- ICML 2026MFH-NAS:A Hybrid Neural Architecture Search Framework for Multimodal Fusion Object Detection
- ICML 2026MV-FGAD: Towards Efficient and Effective Federated Graph Anomaly Detection via Multi-view Learning
- ICML 2026Noise-Robust Density Estimation for Tabular Data Anomaly Detection
- ICML 2026Normality Calibration in Semi-supervised Graph Anomaly Detection
- ICML 2026Object-level Semantic and Spatial Distillation for Open Vocabulary Detection
- ICML 2026ObjEmbed: Towards Universal Multimodal Object Embeddings
- ICML 2026OBJVanish: Prompt-Driven Generation of Physically Realizable 3D LiDAR-Invisible Objects
- ICML 2026On the Salience of Low-Probability Tokens for AI-Generated Text Detection: A Multiscale Uncertainty Perspective
- ICML 2026One Probe Won’t Catch Them All: Towards Targeted Deception Detection
- ICML 2026OOVDet: Low-Density Prior Learning for Zero-Shot Out-of-Vocabulary Object Detection
- ICML 2026PGC: Peak-Guided Calibration for Generalizable AI-Generated Image Detection
- ICML 2026Plan, Decouple, Assimilate: Physics-Aware Object Insertion in Remote Sensing Imagery
- ICML 2026PMSPO: Progressive Matching and Semantic-Aware Policy Optimization for Camouflaged Object Detection
- ICML 2026Privacy-Aware Video Anomaly Detection through Orthogonal Subspace Projection
- ICML 2026Provable Training Data Identification for Large Language Models
- ICML 2026QuantWear: Quantum-scale Wear Particle Detection for Jet Engine Diagnosis
- ICML 2026RA-Det: Towards Universal Detection of AI-Generated Images via Robustness Asymmetry
- ICML 2026Radial Scaling Voxelization for Accurate Small Object 3D Detection
- ICML 2026Real Data Lies: Unveiling and Closing the Quality Shortcut in Generalizable AI-Generated Video Detection
- ICML 2026Reliable Neighborhood-Aware Multi-View Outlier Detection
- ICML 2026RELO: Reinforcement Learning to Localize for Visual Object Tracking
- ICML 2026Respecting Modality Gap in Post-hoc Out-of-distribution Detection with Pre-trained Vision-Language Models
- ICML 2026Rethinking Pretraining Data Detection for LLMs: From Local to Global
- ICML 2026Rethinking Temporal Consistency in Video Object-Centric Learning: From Prediction to Correspondence
- ICML 2026REVIS: Sparse Latent Steering to Mitigate Object Hallucination in Large Vision-Language Models
- ICML 2026SCoA: Revisiting Domain Generalized Object Detection with Style-Conditioned Adaptation
- ICML 2026Singular Bayesian Neural Networks
- ICML 2026SLIP-RS: Structured-Attribute Language-Image Pre-Training for Remote Sensing Object Detection
- ICML 2026Smoothing Slot Attention Iterations and Recurrences
- ICML 2026SONAR: Spectral‑Contrastive Audio Residuals for Generalizable Deepfake Detection
- ICML 2026SPUR: Scale-Partitioned Uncertainty Rectification for Robust UAV-on-UAV Interception
- ICML 2026Stability-Aware Feature Design for Robust Watermark Detection in Machine-Generated Text
- ICML 2026STORM: Segment, Track, and Object Re-Localization from a Single Image
- ICML 2026Symbiosis-Inspired Knowledge Distillation for Incremental Object Detection
- ICML 2026T-measure: A Topology-Consistent Metric for Binary Segmentation
- ICML 2026TeamWork: Multivariate Time Series Anomaly Detection via Asymmetric Role-aware Channel Modeling
- ICML 2026Temporal-Emerged Prompting for Segment Anything in Multiframe Infrared Small Target Detection
- ICML 2026Testing For Distribution Shifts with Conditional Conformal Test Martingales
- ICML 2026Token-Efficient Change Detection in LLM APIs
- ICML 2026Transfer Learning in High-dimensional Ising Models
- ICML 2026TransNormal: Dense Visual Semantics for Diffusion-based Transparent Object Normal Estimation
- ICML 2026Unleashing the Representational Power of Fourier Shapes for Attacking Infrared Object Detection
- ICML 2026Unsupervised Camouflaged Object Detection with Dual-Eigenvector Spectral Pseudo-Labeling and Contrastive Refinement
- ICML 2026VSCD: Video-based Scene Change Detection in Unaligned Scenes
- ICML 2026WatchLog: Efficient and Interpretable Event Reasoning for Endpoint Detection and Response Logs with Multimodal LLMs
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。