| MM-Pyramid: Multimodal Pyramid Attentional Network for Audio-Visual Event Localization and Video Parsing | Nov 24, 2021 | audio-visual event localizationVideo Understanding | CodeCode Available | 1 |
| ETAD: Training Action Detection End to End on a Laptop | May 14, 2022 | Action DetectionGPU | CodeCode Available | 1 |
| M^3-VOS: Multi-Phase, Multi-Transition, and Multi-Scenery Video Object Segmentation | Jun 15, 2025 | ObjectSemantic Segmentation | CodeCode Available | 1 |
| EPIC Fields: Marrying 3D Geometry and Video Understanding | Jun 14, 2023 | 3D geometryNeural Rendering | CodeCode Available | 1 |
| LoVR: A Benchmark for Long Video Retrieval in Multimodal Contexts | May 20, 2025 | Caption GenerationRetrieval | CodeCode Available | 1 |
| Enhancing Traffic Safety with Parallel Dense Video Captioning for End-to-End Event Analysis | Apr 12, 2024 | Dense Video CaptioningTransfer Learning | CodeCode Available | 1 |
| A Simple LLM Framework for Long-Range Video Question-Answering | Dec 28, 2023 | EgoSchemaLanguage Modelling | CodeCode Available | 1 |
| Exploring Pre-trained Text-to-Video Diffusion Models for Referring Video Object Segmentation | Mar 18, 2024 | Referring Video Object SegmentationSemantic Segmentation | CodeCode Available | 1 |
| Modeling Fine-Grained Hand-Object Dynamics for Egocentric Video Representation Learning | Mar 2, 2025 | Large Language ModelMulti-Instance Retrieval | CodeCode Available | 1 |
| Modeling Video As Stochastic Processes for Fine-Grained Video Representation Learning | Jan 1, 2023 | Contrastive LearningRepresentation Learning | CodeCode Available | 1 |
| Enhancing Self-supervised Video Representation Learning via Multi-level Feature Optimization | Aug 4, 2021 | Contrastive LearningRepresentation Learning | CodeCode Available | 1 |
| From Representation to Reasoning: Towards both Evidence and Commonsense Reasoning for Video Question-Answering | May 30, 2022 | counterfactualDescriptive | CodeCode Available | 1 |
| Mamba4D: Efficient 4D Point Cloud Video Understanding with Disentangled Spatial-Temporal State Space Models | Jan 1, 2025 | Action RecognitionAction Segmentation | CodeCode Available | 1 |
| MM-VID: Advancing Video Understanding with GPT-4V(ision) | Oct 30, 2023 | Script GenerationVideo Understanding | CodeCode Available | 1 |
| NExT-QA:Next Phase of Question-Answering to Explaining Temporal Actions | May 18, 2021 | Question AnsweringVideo Question Answering | CodeCode Available | 1 |
| Facial Dynamics in Video: Instruction Tuning for Improved Facial Expression Perception and Contextual Awareness | Jan 14, 2025 | Event ExtractionInstruction Following | CodeCode Available | 1 |
| Fact-R1: Towards Explainable Video Misinformation Detection with Deep Reasoning | May 22, 2025 | Misinformationreinforcement-learning | CodeCode Available | 1 |
| MultiSports: A Multi-Person Video Dataset of Spatio-Temporally Localized Sports Actions | May 16, 2021 | Action DetectionAction Localization | CodeCode Available | 1 |
| Lightweight Network Architecture for Real-Time Action Recognition | May 21, 2019 | Action RecognitionCPU | CodeCode Available | 1 |
| End-to-End Video Instance Segmentation with Transformers | Nov 30, 2020 | Instance SegmentationSegmentation | CodeCode Available | 1 |
| Object-Region Video Transformers | Oct 13, 2021 | Action DetectionAction Recognition | CodeCode Available | 1 |
| Feature Combination Meets Attention: Baidu Soccer Embeddings and Transformer based Temporal Detection | Jun 28, 2021 | Action RecognitionAction Spotting | CodeCode Available | 1 |
| Leveraging triplet loss for unsupervised action segmentation | Apr 13, 2023 | Action SegmentationClustering | CodeCode Available | 1 |
| Localizing Moments in Long Video Via Multimodal Guidance | Feb 26, 2023 | Natural Language Moment RetrievalNatural Language Visual Grounding | CodeCode Available | 1 |
| Learning Temporally Latent Causal Processes from General Temporal Data | Sep 29, 2021 | Causal DiscoveryDisentanglement | CodeCode Available | 1 |
| End-to-end Temporal Action Detection with Transformer | Jun 18, 2021 | Action DetectionTemporal Action Localization | CodeCode Available | 1 |
| Learning the Predictability of the Future | Jun 19, 2021 | Representation LearningSelf-Supervised Action Recognition | CodeCode Available | 1 |
| Fibottention: Inceptive Visual Representation Learning with Diverse Attention Across Heads | Jun 27, 2024 | Diversityimage-classification | CodeCode Available | 1 |
| End-to-End Streaming Video Temporal Action Segmentation with Reinforce Learning | Sep 27, 2023 | Action RecognitionAction Segmentation | CodeCode Available | 1 |
| Open-Vocabulary Video Relation Extraction | Dec 25, 2023 | Action ClassificationAction Understanding | CodeCode Available | 1 |
| End-to-End Referring Video Object Segmentation with Multimodal Transformers | Nov 29, 2021 | Inductive BiasInstance Segmentation | CodeCode Available | 1 |
| Panoramic Vision Transformer for Saliency Detection in 360° Videos | Sep 19, 2022 | Saliency DetectionSaliency Prediction | CodeCode Available | 1 |
| Learning Temporally Causal Latent Processes from General Temporal Data | Oct 11, 2021 | Causal DiscoveryRepresentation Learning | CodeCode Available | 1 |
| PAVE: Patching and Adapting Video Large Language Models | Mar 25, 2025 | Audio-visual Question AnsweringMulti-Task Learning | CodeCode Available | 1 |
| Learning Transferable Spatiotemporal Representations from Natural Script Knowledge | Sep 30, 2022 | DescriptiveRepresentation Learning | CodeCode Available | 1 |
| Learning Optical Flow with Adaptive Graph Reasoning | Feb 8, 2022 | Motion EstimationOptical Flow Estimation | CodeCode Available | 1 |
| CAMEL-Bench: A Comprehensive Arabic LMM Benchmark | Oct 24, 2024 | document understandingVideo Understanding | CodeCode Available | 1 |
| Learning Salient Boundary Feature for Anchor-free Temporal Action Localization | Mar 24, 2021 | Action LocalizationTemporal Action Localization | CodeCode Available | 1 |
| Language-Guided Audio-Visual Learning for Long-Term Sports Assessment | Jan 1, 2025 | audio-visual learningKnowledge Graphs | CodeCode Available | 1 |
| An overview on the evaluated video retrieval tasks at TRECVID 2022 | Jun 22, 2023 | Ad-hoc video searchRetrieval | CodeCode Available | 1 |
| Procedure-Aware Pretraining for Instructional Video Understanding | Mar 31, 2023 | Video Understanding | CodeCode Available | 1 |
| Progressive Attention on Multi-Level Dense Difference Maps for Generic Event Boundary Detection | Dec 9, 2021 | Boundary DetectionDiversity | CodeCode Available | 1 |
| Language Repository for Long Video Understanding | Mar 21, 2024 | EgoSchemaQuestion Answering | CodeCode Available | 1 |
| Learning Self-Similarity in Space and Time as a Generalized Motion for Action Recognition | Jan 1, 2021 | Action RecognitionVideo Understanding | CodeCode Available | 1 |
| IV-Bench: A Benchmark for Image-Grounded Video Perception and Reasoning in Multimodal LLMs | Apr 21, 2025 | Video Understanding | CodeCode Available | 1 |
| A Comprehensive Study of Deep Video Action Recognition | Dec 11, 2020 | Action RecognitionDeep Learning | CodeCode Available | 1 |
| Elaborative Rehearsal for Zero-shot Action Recognition | Aug 5, 2021 | Action RecognitionFew-Shot Learning | CodeCode Available | 1 |
| Free Lunch for Surgical Video Understanding by Distilling Self-Supervisions | May 19, 2022 | Contrastive LearningSelf-Supervised Learning | CodeCode Available | 1 |
| FrameExit: Conditional Early Exiting for Efficient Video Recognition | Apr 27, 2021 | Video RecognitionVideo Understanding | CodeCode Available | 1 |
| Language-Assisted Skeleton Action Understanding for Skeleton-Based Temporal Action Segmentation | Oct 31, 2024 | Action SegmentationAction Understanding | CodeCode Available | 1 |