Awesome Text-to-Video

Key papers

• Reflect-DiT: Inference-Time Scaling for Text-to-Image Diffusion Transformers via In-Context Reflection (2025)
  Shufan Li et al.
  9.29
• Pushupbench: Your VLM Is Not Good At Counting Pushups (2026)
  Shengzhi Li, Jiarun Chen, Karun Sharma, et al.
  9.22
• Learning Few-Step Diffusion Models by Trajectory Distribution Matching (2025)
  Yihong Luo et al.
  8.84
• Avatar V: Scaling Video-Reference Avatar Video Generation (2026)
  Benjamin Liang et al.
  7.85
• A Review on Generative AI For Text-To-Image and Image-To-Image Generation and Implications To Scientific Images (2025)
  Zineb Sordo and Eric Chagnon and Daniela Ushizima
  7.64
• CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer (2024)
  Zhuoyi Yang et al.
  7.30
• On the Challenges and Opportunities in Generative AI (2024)
  Laura Manduchi et al.
  6.89
• Show-1: Marrying Pixel and Latent Diffusion Models for Text-to-Video Generation (2023)
  David Junhao Zhang et al.
  6.55
• Latte: Latent Diffusion Transformer for Video Generation (2024)
  Xin Ma et al.
  6.11
• Diffusion as Shader: 3D-aware Video Diffusion for Versatile Video Generation Control (2025)
  Zekai Gu et al.
  4.76
• SINE: SINgle Image Editing with Text-to-Image Diffusion Models (2022)
  Zhixing Zhang et al.
  4.48
• MCCD: Multi-Agent Collaboration-based Compositional Diffusion for Complex Text-to-Image Generation (2025)
  Mingcheng Li et al.
  4.47
• CineOrchestra: Unified Entity-Centric Conditioning for Cinematic Video Generation (2026)
  Sharath Girish et al.
  4.39
• Temporal Backtracking Search for Test-time Generative Video Reasoning (2026)
  Sejoon Jun et al.
  4.39
• Prompt2Effect: Training-Free Image-to-Video Model Specialization via LoRA Generation (2026)
  Xiaomeng Yang et al.
  4.39
• Mask, Sample, Revise: A Revisable CTMC Inference Stack for Guided Discrete Flow Matching Text-to-Speech (2026)
  Alef Iury Siqueira Ferreira et al.
  4.39
• FoleyGenEx: Unified Video-to-Audio Generation with Multi-Modal Control, Temporal Alignment, and Semantic Precision (2026)
  Shiyao Wang et al.
  4.39
• VideoWeave: Unlocking Geometric Consistency in Video Generation via Joint Geometry-Video Modeling (2026)
  Xunzhi Xiang et al.
  4.39
• CausalMotion: Structured Physical Reasoning as Keyframe and Trajectory Guidance for Training-Free Video Generation (2026)
  Sihan Zhuang et al.
  4.39
• ForceForget: Reinforcement Concept Removal for Enhancing Safety in Text-to-Image Models (2026)
  Dong Han et al.
  4.39
• Memento: Reconstruct to Remember for Consistent Long Video Generation (2026)
  Xuan Wei et al.
  4.39
• StreamingT2V: Consistent, Dynamic, and Extendable Long Video Generation from Text (2024)
  Roberto Henschel et al.
  4.21
• CustomVideo: Customizing Text-to-Video Generation with Multiple Subjects (2024)
  Zhao Wang et al.
  4.10
• Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models (2025)
  Fan Yang et al.
  3.97
• StorySync: Training-Free Subject Consistency in Text-to-Image Generation via Region Harmonization (2025)
  Gopalji Gaur et al.
  3.97
• TurboFill: Adapting Few-step Text-to-image Model for Fast Image Inpainting (2025)
  Liangbin Xie et al.
  3.75
• Tutorial on Diffusion Models for Imaging and Vision (2024)
  Stanley H. Chan
  3.69
• LTX-Video: Realtime Video Latent Diffusion (2025)
  Yoav HaCohen et al.
  3.59
• Face-MakeUp: Multimodal Facial Prompts for Text-to-Image Generation (2025)
  Dawei Dai et al.
  3.59
• Making Time Editable in Video Diffusion Transformers (2026)
  Konstantin Kuklev et al.
  3.51
• Structural Energy Guidance for View-Consistent Text-to-3D Generation (2026)
  Qing Zhang et al.
  3.45
• {\Phi}-Noise: Training-Free Temporal Video Conditioning via Phase-Based Noise Manipulation (2026)
  Ofir Abramovich et al.
  3.45
• Paris 2.0: A Decentralized Diffusion Model for Video Generation (2026)
  Ali Rouzbayani et al.
  3.45
• Motion-Zero: Zero-Shot Moving Object Control Framework for Diffusion-Based Video Generation (2024)
  Changgu Chen et al.
  2.92
• ShotAdapter: Text-to-Multi-Shot Video Generation with Diffusion Models (2025)
  Ozgur Kara et al.
  2.87
• VideoHandles: Editing 3D Object Compositions in Videos Using Video Generative Priors (2025)
  Juil Koo et al.
  2.76
• DiT-Air: Revisiting the Efficiency of Diffusion Model Architecture Design in Text to Image Generation (2025)
  Chen Chen et al.
  2.76
• CAT Pruning: Cluster-Aware Token Pruning For Text-to-Image Diffusion Models (2025)
  Xinle Cheng et al.
  2.71
• UniForm: A Unified Multi-Task Diffusion Transformer for Audio-Video Generation (2025)
  Lei Zhao et al.
  2.71
• HumanDiT: Pose-Guided Diffusion Transformer for Long-form Human Motion Video Generation (2025)
  Qijun Gan et al.
  2.71
• StyleBlend: Enhancing Style-Specific Content Creation in Text-to-Image Diffusion Models (2025)
  Zichong Chen et al.
  2.71
• DiffExp: Efficient Exploration in Reward Fine-tuning for Text-to-Image Diffusion Models (2025)
  Daewon Chae et al.
  2.71
• Democratizing Text-to-Image Masked Generative Models with Compact Text-Aware One-Dimensional Tokens (2025)
  Dongwon Kim et al.
  2.65
• Vchitect-2.0: Parallel Transformer for Scaling Up Video Diffusion Models (2025)
  Weichen Fan et al.
  2.65
• Separate Motion from Appearance: Customizing Motion via Customizing Text-to-Video Diffusion Models (2025)
  Huijie Liu et al.
  2.65
• Tora: Trajectory-oriented Diffusion Transformer for Video Generation (2024)
  Zhenghao Zhang and Junchao Liao and Menghao Li and Zuozhuo Dai and Bingxue Qiu and Siyu Zhu and Long Qin and Weizhi Wang
  2.32
• Learning Temporally Consistent Video Depth from Video Diffusion Priors (2024)
  Jiahao Shao et al.
  2.26
• RATLIP: Generative Adversarial CLIP Text-to-Image Synthesis Based on Recurrent Affine Transformations (2024)
  Chengde Lin et al.
  2.21
• Achieving Precise Text-To-Cypher Via Grounded Knowledge Graph Data Generation (2026)
  Francesco Cazzaro et al.
  2.00
• Adapting Mllms For Nuanced Video Retrieval (2026)
  Piyush Bagad, Andrew Zisserman
  2.00
• Vision Smolmamba: Spike-guided Token Pruning For Energy-efficient Spiking State-space Vision Models (2026)
  Dewei Bai, Hongxiang Peng, Yunyun Zeng, et al.
  2.00
• Scaling Video Understanding Via Compact Latent Multi-agent Collaboration (2026)
  Kerui Chen, Jinglu Wang, Jianrong Zhang, et al.
  2.00
• Golden RPG: Confidence-adaptive Region-aware Noise For Compositional Text-to-image Generation (2026)
  Hao Li
  2.00
• VERTIGO: Visual Preference Optimization For Cinematic Camera Trajectory Generation (2026)
  Mengtian Li, Yuwei Lu, Feifei Li, et al.
  2.00
• Beyond Few-Step Inference: Accelerating Video Diffusion Transformer Model Serving with Inter-Request Caching Reuse (2026)
  Hao Liu et al.
  1.89
• LegoDiffusion: Micro-Serving Text-to-Image Diffusion Workflows (2026)
  Lingyun Yang et al.
  1.89
• When Numbers Speak: Aligning Textual Numerals and Visual Instances in Text-to-Video Diffusion Models (2026)
  Zhengyang Sun et al.
  1.89
• InsEdit: Towards Instruction-based Visual Editing via Data-Efficient Video Diffusion Models Adaptation (2026)
  Zhefan Rao et al.
  1.89
• ReImagine: Rethinking Controllable High-Quality Human Video Generation via Image-First Synthesis (2026)
  Zhengwentai Sun et al.
  1.89
• Text-Guided Texturing by Synchronized Multi-View Diffusion (2023)
  Yuxin Liu et al.
  1.87