视频理解论文趋势 2023–2026
视频识别与理解
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 2,261 篇被归入该主题的论文。
主要结论
- 视频理解论文从 2023 年的 319 篇增长到 2026 年的 832 篇，三年间扩大到约 2.6 倍。
- CVPR 是发视频理解论文最多的会议，2023–2026 年共 1,037 篇，占四个会议总量的 46%。
- 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 8 篇增至 2026 年的 116 篇。
- 在「计算机视觉」的 5 个主题里，它的 2026 年论文数排第 3；同组增长最快的图像生成是 2.2 倍，视频理解是 2.6 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 47 | 44 | 34 | 194 | 319 |
| 2024 | 113 | 47 | 67 | 204 | 431 |
| 2025 | 222 | 95 | 64 | 298 | 679 |
| 2026 | 229 | 148 | 114 | 341 | 832 |
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 2026Articulation in Prime: Primitive-Based Articulated Object Understanding from a Single Casual Video
- ICML 2026A Single Layer to Explain Them All: Understanding Massive Values in Large Language Models
- ICLR 2026Action-Guided Attention for Video Action Anticipation
- CVPR 20264D-RGPT Toward Region-level 4D Understanding via Perceptual Distillation
- NeurIPS 20254DGCPro: Efficient Hierarchical 4D Gaussian Compression for Progressive Volumetric Video Streaming
- ICML 2025$\infty$-Video: A Training-Free Approach to Long Video Understanding via Continuous-Time Memory Consolidation
- ICLR 2025Answer, Assemble, Ace: Understanding How LMs Answer Multiple Choice Questions
- CVPR 20254D-Fly: Fast 4D Reconstruction from a Single Monocular Video
- NeurIPS 2024$E^3$: Exploring Embodied Emotion Through A Large-Scale Egocentric Video Dataset
- ICML 2024Enhancing Sufficient Dimension Reduction via Hellinger Correlation
- ICLR 2024Don't Judge by the Look: Towards Motion Coherent Video Representation
- CVPR 2024Dancing with Still Images: Video Distillation via Static-Dynamic Disentanglement
- NeurIPS 2023A Multi-modal Global Instance Tracking Benchmark (MGIT): Better Locating Target in Complex Spatio-temporal and Causal Relationship
- ICML 2023Dissecting the Effects of SGD Noise in Distinct Regimes of Deep Learning
- ICLR 2023A Theoretical Understanding of Shallow Vision Transformers: Learning, Generalization, and Sample Complexity
- CVPR 20231000 FPS HDR Video With a Spike-RGB Hybrid Camera
- NeurIPS 2026AsymHP: Load-Balanced Sparse Attention for Video Diffusion Transformers
- ICML 2026AnyMod-LLVE: Low-Light Video Enhancement with Modality-Agnostic Inference
- ICLR 2026Emotions Where Art Thou: Understanding and Characterizing the Emotional Latent Space of Large Language Models
- CVPR 2026Accelerating Streaming Video Large Language Models via Hierarchical Token Compression
全部视频理解论文
共 1,037 篇，第 2 / 21 页
- CVPR 2026CycleManip Enabling Cycle-based Manipulation via Effective History Perception and Understanding
- CVPR 2026D2Cache Second-Order Delta Caching for Higher Video Diffusion Acceleration
- CVPR 2026D2FANet Enhancing Video Object Detection with Dual-Domain Feature Aggregation Network
- CVPR 2026DeDelayed Deleting Remote Inference Delay via On-Device Correction
- CVPR 2026Deeper Thought Weaker Aim Understanding and Mitigating Perceptual Impairment during
- CVPR 2026Deformation-based In-Context Learning for Point Cloud Understanding
- CVPR 2026DeltaQuant 4-bit Video Diffusion Models with Spatiotemporal Delta Smoothing
- CVPR 2026DeRVOS Decoupling Consistent Trajectory Generation and Multimodal Understanding for Referring
- CVPR 2026DETACH Decomposed Spatio-Temporal Alignment for Exocentric Video and Ambient
- CVPR 2026DetAny4D Detect Anything 4D Temporally in a Streaming RGB Video
- CVPR 2026DetectSCI Toward Object-Guided ROI Reconstruction for High-Resolution Video Snapshot Compressive
- CVPR 2026DisCa Accelerating Video Diffusion Transformers with Distillation-Compatible Learnable Feature Caching
- CVPR 2026Do You See What I Am Pointing At Gesture-Based Egocentric
- CVPR 2026DreamStyle A Unified Framework for Video Stylization
- CVPR 2026DriveLaW Unifying Planning and Video Generation in a Latent Driving
- CVPR 2026DUO-VSR Dual-Stream Distillation for One-Step Video Super-Resolution
- CVPR 2026EagleNet Energy-Aware Fine-Grained Relationship Learning Network for Text-Video Retrieval
- CVPR 2026EarlyTom Early Token Compression Completes Fast Video Understanding
- CVPR 2026EasyOmnimatte Taming Pretrained Inpainting Diffusion Models for End-to-End Video Layered
- CVPR 2026EasyV2V A High-quality Instruction-based Video Editing Framework
- CVPR 2026EditCtrl Disentangled Local and Global Control for Real-Time Generative Video
- CVPR 2026EffectErase Joint Video Object Removal and Insertion for High-Quality Effect
- CVPR 2026Efficient Frame Selection for Long Video Understanding via Reinforcement Learning
- CVPR 2026Efficient Real-Time Raw-to-Raw Denoising for Extreme Low-Light Ultra HD Video
- CVPR 2026Efficient Training for Human Video Generation with Entropy-Guided Prioritized Progressive
- CVPR 2026Efficient Video Object Segmentation and Tracking with Recurrent Dynamic Submodel
- CVPR 2026Efficiently Reconstructing Dynamic Scenes One D4RT at a Time
- CVPR 2026EfficientMonoHair Fast Strand-Level Reconstruction from Monocular Video via Multi-View Direction
- CVPR 2026Ego-1K - A Large-Scale Multiview Video Dataset for Egocentric Vision
- CVPR 2026EgoAVU Egocentric Audio-Visual Understanding
- CVPR 2026EgoControl Controllable Egocentric Video Generation via 3D Full-Body Poses
- CVPR 2026EgoSound Benchmarking Sound Understanding in Egocentric Videos
- CVPR 2026EgoX Egocentric Video Generation from a Single Exocentric Video
- CVPR 2026Elastic3D Controllable Stereo Video Conversion with Guided Latent Decoding
- CVPR 2026ELITE Efficient Gaussian Head Avatar from a Monocular Video via
- CVPR 2026ELV-Halluc Benchmarking Semantic Aggregation Hallucinations in Video Understanding
- CVPR 2026EmbodiedSplat Online Feed-Forward Semantic 3DGS for Open-Vocabulary 3D Scene Understanding
- CVPR 2026EthoCLIP Ontology-Enhanced Video-Language Pretraining for Animal Behavior Understanding
- CVPR 2026EVA Efficient Reinforcement Learning for End-to-End Video Agent
- CVPR 2026EvoID Reinforced Evolution for Identity-Preserving Video Generation
- CVPR 2026Exploring Spatiotemporal Feature Propagation for Video-Level Compressive Spectral Reconstruction Dataset
- CVPR 2026F2HDR Two-Stage HDR Video Reconstruction via Flow Adapter and Physical
- CVPR 2026FaceCam Portrait Video Camera Control via Scale-Aware Conditioning
- CVPR 2026Fast SceneScript Fast and Accurate Language-Based 3D Scene Understanding via
- CVPR 2026FastLightGen Fast and Light Video Generation with Fewer Steps and
- CVPR 2026FeatureFool Zero-Query Fooling of Video Models via Feature Map
- CVPR 2026FFP-300K Scaling First-Frame Propagation for Generalizable Video Editing
- CVPR 2026Fine-VAD Towards Fine-Grained Video Anomaly Detection via Progressive Cross-Granularity Learning
- CVPR 2026First Frame Is the Place to Go for Video Content
- CVPR 2026FlashMotion Few-Step Controllable Video Generation with Trajectory Guidance
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 查视频理解在 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": "video-understanding"}
常见问题
- 2023–2026 年四大会议一共有多少篇视频理解论文？
- 共 2,261 篇，按年份分别是 2023 年 319 篇、2024 年 431 篇、2025 年 679 篇、2026 年 832 篇。
- NeurIPS 2026 有多少篇视频理解论文？
- NeurIPS 2026 有 229 篇视频理解论文，上一届是 222 篇。
- ICLR 2026 有多少篇视频理解论文？
- ICLR 2026 有 148 篇视频理解论文，上一届是 95 篇。
- ICML 2026 有多少篇视频理解论文？
- ICML 2026 有 114 篇视频理解论文，上一届是 64 篇。
- CVPR 2026 有多少篇视频理解论文？
- CVPR 2026 有 341 篇视频理解论文，上一届是 298 篇。
- 哪个会议的视频理解论文最多？
- CVPR，2023–2026 年共 1,037 篇。