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 272 篇，第 5 / 6 页
- CVPR 2024RCL: Reliable Continual Learning for Unified Failure Detection
- CVPR 2024Real-IAD: A Real-World Multi-View Dataset for Benchmarking Versatile Industrial Anomaly Detection
- CVPR 2024RealNet: A Feature Selection Network with Realistic Synthetic Anomaly for Anomaly Detection
- CVPR 2024Referring Expression Counting
- CVPR 2024Reg-PTQ: Regression-specialized Post-training Quantization for Fully Quantized Object Detector
- CVPR 2024Relational Matching for Weakly Semi-Supervised Oriented Object Detection
- CVPR 2024Resolution Limit of Single-Photon LiDAR
- CVPR 2024Rethinking Boundary Discontinuity Problem for Oriented Object Detection
- CVPR 2024Rethinking the Up-Sampling Operations in CNN-based Generative Network for Generalizable Deepfake Detection
- CVPR 2024RGBD Objects in the Wild: Scaling Real-World 3D Object Learning from RGB-D Videos
- CVPR 2024RMem: Restricted Memory Banks Improve Video Object Segmentation
- CVPR 2024SAFDNet: A Simple and Effective Network for Fully Sparse 3D Object Detection
- CVPR 2024Salience DETR: Enhancing Detection Transformer with Hierarchical Salience Filtering Refinement
- CVPR 2024SAM-6D: Segment Anything Model Meets Zero-Shot 6D Object Pose Estimation
- CVPR 2024SANeRF-HQ: Segment Anything for NeRF in High Quality
- CVPR 2024SAOR: Single-View Articulated Object Reconstruction
- CVPR 2024Scene Adaptive Sparse Transformer for Event-based Object Detection
- CVPR 2024Scene-adaptive and Region-aware Multi-modal Prompt for Open Vocabulary Object Detection
- CVPR 2024SDDGR: Stable Diffusion-based Deep Generative Replay for Class Incremental Object Detection
- CVPR 2024SDSTrack: Self-Distillation Symmetric Adapter Learning for Multi-Modal Visual Object Tracking
- CVPR 2024SeaBird: Segmentation in Bird's View with Dice Loss Improves Monocular 3D Detection of Large Objects
- CVPR 2024Segment Every Out-of-Distribution Object
- CVPR 2024Selective Nonlinearities Removal from Digital Signals
- CVPR 2024Self-Supervised Multi-Object Tracking with Path Consistency
- CVPR 2024SeMoLi: What Moves Together Belongs Together
- CVPR 2024SFOD: Spiking Fusion Object Detector
- CVPR 2024SHiNe: Semantic Hierarchy Nexus for Open-vocabulary Object Detection
- CVPR 2024SHINOBI: Shape and Illumination using Neural Object Decomposition via BRDF Optimization In-the-wild
- CVPR 2024Single-Model and Any-Modality for Video Object Tracking
- CVPR 2024SmartMask: Context Aware High-Fidelity Mask Generation for Fine-grained Object Insertion and Layout Control
- CVPR 2024SNIDA: Unlocking Few-Shot Object Detection with Non-linear Semantic Decoupling Augmentation
- CVPR 2024SNIFFER: Multimodal Large Language Model for Explainable Out-of-Context Misinformation Detection
- CVPR 2024Sparse Semi-DETR: Sparse Learnable Queries for Semi-Supervised Object Detection
- CVPR 2024SportsHHI: A Dataset for Human-Human Interaction Detection in Sports Videos
- CVPR 2024SPOT: Self-Training with Patch-Order Permutation for Object-Centric Learning with Autoregressive Transformers
- CVPR 2024Summarize the Past to Predict the Future: Natural Language Descriptions of Context Boost Multimodal Object Interaction Anticipation
- CVPR 2024Supervised Anomaly Detection for Complex Industrial Images
- CVPR 2024TACO: Benchmarking Generalizable Bimanual Tool-ACtion-Object Understanding
- CVPR 2024Taming Self-Training for Open-Vocabulary Object Detection
- CVPR 2024Task-aligned Part-aware Panoptic Segmentation through Joint Object-Part Representations
- CVPR 2024Task-Driven Exploration: Decoupling and Inter-Task Feedback for Joint Moment Retrieval and Highlight Detection
- CVPR 2024TE-TAD: Towards Full End-to-End Temporal Action Detection via Time-Aligned Coordinate Expression
- CVPR 2024TeMO: Towards Text-Driven 3D Stylization for Multi-Object Meshes
- CVPR 2024Test-Time Linear Out-of-Distribution Detection
- CVPR 2024Text-Guided Variational Image Generation for Industrial Anomaly Detection and Segmentation
- CVPR 2024Text2Loc: 3D Point Cloud Localization from Natural Language
- CVPR 2024The Devil is in the Fine-Grained Details: Evaluating Open-Vocabulary Object Detectors for Fine-Grained Understanding
- CVPR 2024THRONE: An Object-based Hallucination Benchmark for the Free-form Generations of Large Vision-Language Models
- CVPR 2024Toward Generalist Anomaly Detection via In-context Residual Learning with Few-shot Sample Prompts
- CVPR 2024Towards Automatic Power Battery Detection: New Challenge Benchmark Dataset and Baseline
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。