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 1,110 篇，第 9 / 23 页
- CVPR 2025Interpreting Object-level Foundation Models via Visual Precision Search
- CVPR 2025Is `Right' Right? Enhancing Object Orientation Understanding in Multimodal Large Language Models through Egocentric Instruction Tuning
- CVPR 2025Just Dance with pi! A Poly-modal Inductor for Weakly-supervised Video Anomaly Detection
- CVPR 2025Language-Guided Salient Object Ranking
- CVPR 2025Large Self-Supervised Models Bridge the Gap in Domain Adaptive Object Detection
- CVPR 2025LatentHOI: On the Generalizable Hand Object Motion Generation with Latent Hand Diffusion.
- CVPR 2025Learning Class Prototypes for Unified Sparse-Supervised 3D Object Detection
- CVPR 2025Learning Endogenous Attention for Incremental Object Detection
- CVPR 2025Leveraging 3D Geometric Priors in 2D Rotation Symmetry Detection
- CVPR 2025Leveraging Perturbation Robustness to Enhance Out-of-Distribution Detection
- CVPR 2025Leveraging Temporal Cues for Semi-Supervised Multi-View 3D Object Detection
- CVPR 2025LightLoc: Learning Outdoor LiDAR Localization at Light Speed
- CVPR 2025LiVOS: Light Video Object Segmentation with Gated Linear Matching
- CVPR 2025LLMDet: Learning Strong Open-Vocabulary Object Detectors under the Supervision of Large Language Models
- CVPR 2025Locality-Aware Zero-Shot Human-Object Interaction Detection
- CVPR 2025M^3-VOS: Multi-Phase, Multi-Transition, and Multi-Scenery Video Object Segmentation
- CVPR 2025MAD: Memory-Augmented Detection of 3D Objects
- CVPR 2025ManiVideo: Generating Hand-Object Manipulation Video with Dexterous and Generalizable Grasping
- CVPR 2025MANTA: A Large-Scale Multi-View and Visual-Text Anomaly Detection Dataset for Tiny Objects
- CVPR 2025Material Anything: Generating Materials for Any 3D Object via Diffusion
- CVPR 2025MeshArt: Generating Articulated Meshes with Structure-Guided Transformers
- CVPR 2025MetaShadow: Object-Centered Shadow Detection, Removal, and Synthesis
- CVPR 2025MFogHub: Bridging Multi-Regional and Multi-Satellite Data for Global Marine Fog Detection and Forecasting
- CVPR 2025MI-DETR: An Object Detection Model with Multi-time Inquiries Mechanism
- CVPR 2025Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention
- CVPR 2025MITracker: Multi-View Integration for Visual Object Tracking
- CVPR 2025Modeling Multiple Normal Action Representations for Error Detection in Procedural Tasks
- CVPR 2025MonoDGP: Monocular 3D Object Detection with Decoupled-Query and Geometry-Error Priors
- CVPR 2025MonoPlace3D: Learning 3D-Aware Object Placement for 3D Monocular Detection
- CVPR 2025MonoTAKD: Teaching Assistant Knowledge Distillation for Monocular 3D Object Detection
- CVPR 2025MonSter: Marry Monodepth to Stereo Unleashes Power
- CVPR 2025MOS: Modeling Object-Scene Associations in Generalized Category Discovery
- CVPR 2025Mr. DETR: Instructive Multi-Route Training for Detection Transformers
- CVPR 2025MTADiffusion: Mask Text Alignment Diffusion Model for Object Inpainting
- CVPR 2025Multi-Sensor Object Anomaly Detection: Unifying Appearance, Geometry, and Internal Properties
- CVPR 2025Multi-View Pose-Agnostic Change Localization with Zero Labels
- CVPR 2025Multiple Object Tracking as ID Prediction
- CVPR 2025Multitwine: Multi-Object Compositing with Text and Layout Control
- CVPR 2025MUST: The First Dataset and Unified Framework for Multispectral UAV Single Object Tracking
- CVPR 2025Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion
- CVPR 2025Noise-Resistant Video Anomaly Detection via RGB Error-Guided Multiscale Predictive Coding and Dynamic Memory
- CVPR 2025Nullu: Mitigating Object Hallucinations in Large Vision-Language Models via HalluSpace Projection
- CVPR 2025Object Detection using Event Camera: A MoE Heat Conduction based Detector and A New Benchmark Dataset
- CVPR 2025Object-Centric Prompt-Driven Vision-Language-Action Model for Robotic Manipulation
- CVPR 2025Object-Shot Enhanced Grounding Network for Egocentric Video
- CVPR 2025ObjectMover: Generative Object Movement with Video Prior
- CVPR 2025Odd-One-Out: Anomaly Detection by Comparing with Neighbors
- CVPR 2025Omnidirectional Multi-Object Tracking
- CVPR 2025ONDA-Pose: Occlusion-Aware Neural Domain Adaptation for Self-Supervised 6D Object Pose Estimation
- CVPR 2025One-for-More: Continual Diffusion Model for 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。