Video Understanding papers, 2023–2026

Key findings

• Video Understanding went from 319 papers in 2023 to 832 in 2026, roughly 2.6x in three years.
• CVPR publishes the most Video Understanding work: 1,037 papers from 2023 to 2026, 46% of the four-venue total.
• The fastest-growing overlap is with Diffusion Models: papers tagged with both rose from 8 in 2023 to 116 in 2026.
• Among the 5 topics under Computer Vision, it ranks #3 by 2026 paper count; the fastest grower in the group, Image Generation, is up 2.2x versus 2.6x here.

Representative papers

Spread across years and venues so every edition shows up

• 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

All Video Understanding papers

298 papers, page 3 of 6

101. CVPR 2025Generative Video Propagation
102. CVPR 2025Geometry-guided Online 3D Video Synthesis with Multi-View Temporal Consistency
103. CVPR 2025Ges3ViG : Incorporating Pointing Gestures into Language-Based 3D Visual Grounding for Embodied Reference Understanding
104. CVPR 2025GIFStream: 4D Gaussian-based Immersive Video with Feature Stream
105. CVPR 2025Go-with-the-Flow: Motion-Controllable Video Diffusion Models Using Real-Time Warped Noise
106. CVPR 2025GroundingFace: Fine-grained Face Understanding via Pixel Grounding Multimodal Large Language Model
107. CVPR 2025Hand-held Object Reconstruction from RGB Video with Dynamic Interaction
108. CVPR 2025HarmonySet: A Comprehensive Dataset for Understanding Video-Music Semantic Alignment and Temporal Synchronization
109. CVPR 2025Hazy Low-Quality Satellite Video Restoration Via Learning Optimal Joint Degradation Patterns and Continuous-Scale Super-Resolution Reconstruction
110. CVPR 2025HD-EPIC: A Highly-Detailed Egocentric Video Dataset
111. CVPR 2025Heterogeneous Skeleton-Based Action Representation Learning
112. CVPR 2025HierarQ: Task-Aware Hierarchical Q-Former for Enhanced Video Understanding
113. CVPR 2025High Dynamic Range Video Compression: A Large-Scale Benchmark Dataset and A Learned Bit-depth Scalable Compression Algorithm
114. CVPR 2025High-Fidelity Relightable Monocular Portrait Animation with Lighting-Controllable Video Diffusion Model
115. CVPR 2025Holmes-VAU: Towards Long-term Video Anomaly Understanding at Any Granularity
116. CVPR 2025HomoGen: Enhanced Video Inpainting via Homography Propagation and Diffusion
117. CVPR 2025HuMoCon: Concept Discovery for Human Motion Understanding
118. CVPR 2025HUSH: Holistic Panoramic 3D Scene Understanding using Spherical Harmonics
119. CVPR 2025Hybrid-Level Instruction Injection for Video Token Compression in Multi-modal Large Language Models
120. CVPR 2025HyperGLM: HyperGraph for Video Scene Graph Generation and Anticipation
121. CVPR 2025HyperNVD: Accelerating Neural Video Decomposition via Hypernetworks
122. CVPR 2025I2VGuard: Safeguarding Images against Misuse in Diffusion-based Image-to-Video Models
123. CVPR 2025Identity-Preserving Text-to-Video Generation by Frequency Decomposition
124. CVPR 2025IM-Portrait: Learning 3D-aware Video Diffusion for Photorealistic Talking Heads from Monocular VideosC
125. CVPR 2025Improved Video VAE for Latent Video Diffusion Model
126. CVPR 2025Inst3D-LMM: Instance-Aware 3D Scene Understanding with Multi-modal Instruction Tuning
127. CVPR 2025InsTaG: Learning Personalized 3D Talking Head from Few-Second Video
128. CVPR 2025InstanceCap: Improving Text-to-Video Generation via Instance-aware Structured Caption
129. CVPR 2025InterDyn: Controllable Interactive Dynamics with Video Diffusion Models
130. CVPR 2025Is `Right' Right? Enhancing Object Orientation Understanding in Multimodal Large Language Models through Egocentric Instruction Tuning
131. CVPR 2025Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation
132. CVPR 2025JanusFlow: Harmonizing Autoregression and Rectified Flow for Unified Multimodal Understanding and Generation
133. CVPR 2025Joint Optimization of Neural Radiance Fields and Continuous Camera Motion from a Monocular Video
134. CVPR 2025Just Dance with pi! A Poly-modal Inductor for Weakly-supervised Video Anomaly Detection
135. CVPR 2025Keyframe-Guided Creative Video Inpainting
136. CVPR 2025Koala-36M: A Large-scale Video Dataset Improving Consistency between Fine-grained Conditions and Video Content
137. CVPR 2025KVQ: Boosting Video Quality Assessment via Saliency-guided Local Perception
138. CVPR 2025Learning Conditional Space-Time Prompt Distributions for Video Class-Incremental Learning
139. CVPR 2025Learning from Streaming Video with Orthogonal Gradients
140. CVPR 2025Learning Temporally Consistent Video Depth from Video Diffusion Priors
141. CVPR 2025LeviTor: 3D Trajectory Oriented Image-to-Video Synthesis
142. CVPR 2025LinGen: Towards High-Resolution Minute-Length Text-to-Video Generation with Linear Computational Complexity
143. CVPR 2025Link to the Past: Temporal Propagation for Fast 3D Human Reconstruction from Monocular Video
144. CVPR 2025LION-FS: Fast & Slow Video-Language Thinker as Online Video Assistant
145. CVPR 2025LiVOS: Light Video Object Segmentation with Gated Linear Matching
146. CVPR 2025LLaVA-ST: A Multimodal Large Language Model for Fine-Grained Spatial-Temporal Understanding
147. CVPR 2025Localizing Events in Videos with Multimodal Queries
148. CVPR 2025Long Video Diffusion Generation with Segmented Cross-Attention and Content-Rich Video Data Curation
149. CVPR 2025LSceneLLM: Enhancing Large 3D Scene Understanding Using Adaptive Visual Preferences
150. CVPR 2025Lux Post Facto: Learning Portrait Performance Relighting with Conditional Video Diffusion and a Hybrid Dataset

FAQ

How many Video Understanding papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

2,261 in total: 319 in 2023, 431 in 2024, 679 in 2025, 832 in 2026.

How many Video Understanding papers are at NeurIPS 2026?

NeurIPS 2026 has 229 Video Understanding papers, versus 222 the year before.

How many Video Understanding papers are at ICLR 2026?

ICLR 2026 has 148 Video Understanding papers, versus 95 the year before.

How many Video Understanding papers are at ICML 2026?

ICML 2026 has 114 Video Understanding papers, versus 64 the year before.

How many Video Understanding papers are at CVPR 2026?

CVPR 2026 has 341 Video Understanding papers, versus 298 the year before.

Which conference publishes the most Video Understanding papers?

CVPR, with 1,037 papers from 2023 to 2026.