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 5 / 12 页
- CVPR 2025SAR3D: Autoregressive 3D Object Generation and Understanding via Multi-scale 3D VQVAE
- CVPR 2025ScaleLSD: Scalable Deep Line Segment Detection Streamlined
- CVPR 2025SCFlow2: Plug-and-Play Object Pose Refiner with Shape-Constraint Scene Flow
- CVPR 2025SDBF: Steep-Decision-Boundary Fingerprinting for Hard-Label Tampering Detection of DNN Models
- CVPR 2025Search and Detect: Training-Free Long Tail Object Detection via Web-Image Retrieval
- CVPR 2025Secret Lies in Color: Enhancing AI-Generated Images Detection with Color Distribution Analysis
- CVPR 2025Seeing is Not Believing: Adversarial Natural Object Optimization for Hard-Label 3D Scene Attacks
- CVPR 2025SEEN-DA: SEmantic ENtropy guided Domain-aware Attention for Domain Adaptive Object Detection
- CVPR 2025SemAlign3D: Semantic Correspondence between RGB-Images through Aligning 3D Object-Class Representations
- CVPR 2025Semantic and Sequential Alignment for Referring Video Object Segmentation
- CVPR 2025SET: Spectral Enhancement for Tiny Object Detection
- CVPR 2025SGC-Net: Stratified Granular Comparison Network for Open-Vocabulary HOI Detection
- CVPR 2025Shift the Lens: Environment-Aware Unsupervised Camouflaged Object Detection
- CVPR 2025SIDA: Social Media Image Deepfake Detection, Localization and Explanation with Large Multimodal Model
- CVPR 2025SimLTD: Simple Supervised and Semi-Supervised Long-Tailed Object Detection
- CVPR 2025Simplification Is All You Need against Out-of-Distribution Overconfidence
- CVPR 2025Solving Instance Detection from an Open-World Perspective
- CVPR 2025SP3D: Boosting Sparsely-Supervised 3D Object Detection via Accurate Cross-Modal Semantic Prompts
- CVPR 2025SparseAlign: a Fully Sparse Framework for Cooperative Object Detection
- CVPR 2025Stacking Brick by Brick: Aligned Feature Isolation for Incremental Face Forgery Detection
- CVPR 2025Structure from Collision
- CVPR 2025Style Evolving along Chain-of-Thought for Unknown-Domain Object Detection
- CVPR 2025Style-Editor: Text-driven Object-centric Style Editing
- CVPR 2025Supervising Sound Localization by In-the-wild Egomotion
- CVPR 2025TailedCore: Few-Shot Sampling for Unsupervised Long-Tail Noisy Anomaly Detection
- CVPR 2025TASTE-Rob: Advancing Video Generation of Task-Oriented Hand-Object Interaction for Generalizable Robotic Manipulation
- CVPR 2025Temporal Action Detection Model Compression by Progressive Block Drop
- CVPR 2025Temporally Consistent Object-Centric Learning by Contrasting Slots
- CVPR 2025Test-Time Backdoor Detection for Object Detection Models
- CVPR 2025The Change You Want To Detect: Semantic Change Detection In Earth Observation With Hybrid Data Generationf
- CVPR 2025Towards Enhanced Image Inpainting: Mitigating Unwanted Object Insertion and Preserving Color Consistency
- CVPR 2025Towards Generalizable Scene Change Detection
- CVPR 2025Towards Precise Embodied Dialogue Localization via Causality Guided Diffusion
- CVPR 2025Towards RAW Object Detection in Diverse Conditions
- CVPR 2025Towards Training-free Anomaly Detection with Vision and Language Foundation Models
- CVPR 2025Towards Universal AI-Generated Image Detection by Variational Information Bottleneck Network
- CVPR 2025Towards Visual Discrimination and Reasoning of Real-World Physical Dynamics: Physics-Grounded Anomaly Detection
- CVPR 2025Track Any Anomalous Object:A Granular Video Anomaly Detection Pipeline
- CVPR 2025UA-Pose: Uncertainty-Aware 6D Object Pose Estimation and Online Object Completion with Partial References
- CVPR 2025UCOD-DPL: Unsupervised Camouflaged Object Detection via Dynamic Pseudo-label Learning
- CVPR 2025Uncertainty Meets Diversity: A Comprehensive Active Learning Framework for Indoor 3D Object Detection
- CVPR 2025UniHOPE: A Unified Approach for Hand-Only and Hand-Object Pose Estimation
- CVPR 2025UniMamba: Unified Spatial-Channel Representation Learning with Group-Efficient Mamba for LiDAR-based 3D Object Detection
- CVPR 2025UniNet: A Contrastive Learning-guided Unified Framework with Feature Selection for Anomaly Detection
- CVPR 2025UniVAD: A Training-free Unified Model for Few-shot Visual Anomaly Detection
- CVPR 2025UNOPose: Unseen Object Pose Estimation with an Unposed RGB-D Reference Image
- CVPR 2025Unveiling the Mist over 3D Vision-Language Understanding: Object-centric Evaluation with Chain-of-Analysis
- CVPR 2025V2X-R: Cooperative LiDAR-4D Radar Fusion with Denoising Diffusion for 3D Object Detection
- CVPR 2025VERA: Explainable Video Anomaly Detection via Verbalized Learning of Vision-Language Models
- CVPR 2025ViKIENet: Towards Efficient 3D Object Detection with Virtual Key Instance Enhanced Network
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。