Video Editing

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

4 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

1 subtask in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 133 papers with code (346 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• LEO: Generative Latent Image Animator for Human Video Synthesis
  6 May 2023 5 repositories listed
  Our key idea is to represent motion as a sequence of flow maps in the generation process, which inherently isolate motion from appearance.
• SoccerNet-v2: A Dataset and Benchmarks for Holistic Understanding of Broadcast Soccer Videos
  26 Nov 2020 4 repositories listed
  In this work, we propose SoccerNet-v2, a novel large-scale corpus of manual annotations for the SoccerNet video dataset, along with open challenges to encourage more research in soccer understanding and broadcast…
• RAVE: Randomized Noise Shuffling for Fast and Consistent Video Editing with Diffusion Models
  7 Dec 2023 3 repositories listed Syntology ran 8 of 9 samples · 1 unverified
  Recent advancements in diffusion-based models have demonstrated significant success in generating images from text.
• Point-to-Point Video Generation
  5 Apr 2019 3 repositories listed
  We introduce point-to-point video generation that controls the generation process with two control points: the targeted start- and end-frames.
• VACE: All-in-One Video Creation and Editing
  10 Mar 2025 2 repositories listed Syntology ran 8 of 19 samples · 11 unverified
  Further pursuing the unification of generation and editing tasks has yielded significant progress in the domain of image content creation.
• Re-Attentional Controllable Video Diffusion Editing
  16 Dec 2024 2 repositories listed
  Therefore, the controllability of video editing remains a formidable challenge.
• Movie Gen: A Cast of Media Foundation Models
  17 Oct 2024 2 repositories listed
  Our models set a new state-of-the-art on multiple tasks: text-to-video synthesis, video personalization, video editing, video-to-audio generation, and text-to-audio generation.
• VE-Bench: Subjective-Aligned Benchmark Suite for Text-Driven Video Editing Quality Assessment
  21 Aug 2024 2 repositories listed
  To the best of our knowledge, VE-Bench introduces the first quality assessment dataset for video editing and an effective subjective-aligned quantitative metric for this domain.
• Segment Anything for Videos: A Systematic Survey
  31 Jul 2024 2 repositories listed
  To address this gap, this work conducts a systematic review on SAM for videos in the era of foundation models.
• RACCooN: A Versatile Instructional Video Editing Framework with Auto-Generated Narratives
  28 May 2024 2 repositories listed Syntology ran 5 of 11 samples · 6 unverified · 5 pointer-only (licence)
  (3) RACCooN also plans to imagine new objects in a given video, so users simply prompt the model to receive a detailed video editing plan for complex video editing.
• Moonshot: Towards Controllable Video Generation and Editing with Multimodal Conditions
  3 Jan 2024 2 repositories listed Syntology ran 5 of 7 samples · 2 unverified
  This work presents Moonshot, a new video generation model that conditions simultaneously on multimodal inputs of image and text.
• FaceDNeRF: Semantics-Driven Face Reconstruction, Prompt Editing and Relighting with Diffusion Models
  1 Jun 2023 2 repositories listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  The ability to create high-quality 3D faces from a single image has become increasingly important with wide applications in video conferencing, AR/VR, and advanced video editing in movie industries.
• Combating Online Misinformation Videos: Characterization, Detection, and Future Directions
  7 Feb 2023 2 repositories listed
  With information consumption via online video streaming becoming increasingly popular, misinformation video poses a new threat to the health of the online information ecosystem.
• Layered Neural Atlases for Consistent Video Editing
  23 Sep 2021 2 repositories listed Syntology ran 2 of 17 samples · 15 unverified
  We present a method that decomposes, or "unwraps", an input video into a set of layered 2D atlases, each providing a unified representation of the appearance of an object (or background) over the video.
• Feature Combination Meets Attention: Baidu Soccer Embeddings and Transformer based Temporal Detection
  28 Jun 2021 2 repositories listed
  With rapidly evolving internet technologies and emerging tools, sports related videos generated online are increasing at an unprecedentedly fast pace.
• Non-Rigid Neural Radiance Fields: Reconstruction and Novel View Synthesis of a Dynamic Scene From Monocular Video
  22 Dec 2020 2 repositories listed
  We show that a single handheld consumer-grade camera is sufficient to synthesize sophisticated renderings of a dynamic scene from novel virtual camera views, e.
• Free-form Video Inpainting with 3D Gated Convolution and Temporal PatchGAN
  23 Apr 2019 2 repositories listed
  Free-form video inpainting is a very challenging task that could be widely used for video editing such as text removal.
• BodyNet: Volumetric Inference of 3D Human Body Shapes
  13 Apr 2018 2 repositories listed
  Human shape estimation is an important task for video editing, animation and fashion industry.
• Causally Steered Diffusion for Automated Video Counterfactual Generation
  17 Jun 2025 1 repository listed
  Adapting text-to-image (T2I) latent diffusion models for video editing has shown strong visual fidelity and controllability, but challenges remain in maintaining causal relationships in video content.
• FADE: Frequency-Aware Diffusion Model Factorization for Video Editing
  6 Jun 2025 1 repository listed
  To overcome these limitations, we introduce FADE, a training-free yet highly effective video editing approach that fully leverages the inherent priors from pre-trained video diffusion models via frequency-aware…
• Zero-to-Hero: Zero-Shot Initialization Empowering Reference-Based Video Appearance Editing
  29 May 2025 1 repository listed
  Appearance editing according to user needs is a pivotal task in video editing.
• Video Editing for Audio-Visual Dubbing
  29 May 2025 1 repository listed
  Visual dubbing, the synchronization of facial movements with new speech, is crucial for making content accessible across different languages, enabling broader global reach.
• DC-SAM: In-Context Segment Anything in Images and Videos via Dual Consistency
  16 Apr 2025 1 repository listed
  In this work, we propose the Dual Consistency SAM (DC-SAM) method based on prompt-tuning to adapt SAM and SAM2 for in-context segmentation of both images and videos.
• FlashDepth: Real-time Streaming Video Depth Estimation at 2K Resolution
  9 Apr 2025 1 repository listed
  A versatile video depth estimation model should (1) be accurate and consistent across frames, (2) produce high-resolution depth maps, and (3) support real-time streaming.
• ReferDINO-Plus: 2nd Solution for 4th PVUW MeViS Challenge at CVPR 2025
  30 Mar 2025 1 repository listed
  This task has attracted increasing attention in the field of computer vision due to its promising applications in video editing and human-agent interaction.
• InsViE-1M: Effective Instruction-based Video Editing with Elaborate Dataset Construction
  26 Mar 2025 1 repository listed Syntology ran 1 of 18 samples · 17 unverified
  The edited first frame is propagated to subsequent frames to produce the edited video, followed by another round of filtering for frame quality and motion evaluation.
• Wan: Open and Advanced Large-Scale Video Generative Models
  26 Mar 2025 1 repository listed
  Openness: We open-source the entire series of Wan, including source code and all models, with the goal of fostering the growth of the video generation community.
• Alias-Free Latent Diffusion Models:Improving Fractional Shift Equivariance of Diffusion Latent Space
  12 Mar 2025 1 repository listed Syntology ran 3 of 4 samples · 1 unverified · 4 pointer-only (licence)
  Latent Diffusion Models (LDMs) are known to have an unstable generation process, where even small perturbations or shifts in the input noise can lead to significantly different outputs.
• VideoPainter: Any-length Video Inpainting and Editing with Plug-and-Play Context Control
  7 Mar 2025 1 repository listed
  Video inpainting, which aims to restore corrupted video content, has experienced substantial progress.
• Exploring Temporally-Aware Features for Point Tracking
  21 Jan 2025 1 repository listed
  Point tracking in videos is a fundamental task with applications in robotics, video editing, and more.

Syntology lines on 8 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.