Video Recognition

Description from the archive archive 2025-07-28.

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

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

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

30 shown of 168 papers with code (307 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.

• Drop an Octave: Reducing Spatial Redundancy in Convolutional Neural Networks with Octave Convolution
  10 Apr 2019 28 repositories listed Syntology ran 14 of 34 samples · 20 unverified · 8 pointer-only (licence)
  Similarly, the output feature maps of a convolution layer can also be seen as a mixture of information at different frequencies.
• Video Swin Transformer
  24 Jun 2021 15 repositories listed Syntology ran 7 of 32 samples · 25 unverified
  The vision community is witnessing a modeling shift from CNNs to Transformers, where pure Transformer architectures have attained top accuracy on the major video recognition benchmarks.
• SlowFast Networks for Video Recognition
  10 Dec 2018 15 repositories listed Syntology ran 0 of 10 samples · 10 unverified
  We present SlowFast networks for video recognition.
• TSM: Temporal Shift Module for Efficient Video Understanding
  20 Nov 2018 13 repositories listed Syntology ran 6 of 16 samples · 10 unverified · 4 pointer-only (licence)
  The explosive growth in video streaming gives rise to challenges on performing video understanding at high accuracy and low computation cost.
• TokenLearner: What Can 8 Learned Tokens Do for Images and Videos?
  21 Jun 2021 11 repositories listed Syntology ran 3 of 3 samples · 0 unverified
  In this paper, we introduce a novel visual representation learning which relies on a handful of adaptively learned tokens, and which is applicable to both image and video understanding tasks.
• Would Mega-scale Datasets Further Enhance Spatiotemporal 3D CNNs?
  10 Apr 2020 10 repositories listed Syntology ran 2 of 22 samples · 20 unverified
  Therefore, in the present paper, we conduct exploration study in order to improve spatiotemporal 3D CNNs as follows: (i) Recently proposed large-scale video datasets help improve spatiotemporal 3D CNNs in terms of video…
• MViTv2: Improved Multiscale Vision Transformers for Classification and Detection
  2 Dec 2021 9 repositories listed
  In this paper, we study Multiscale Vision Transformers (MViTv2) as a unified architecture for image and video classification, as well as object detection.
• Multiscale Vision Transformers
  22 Apr 2021 8 repositories listed Syntology ran 13 of 26 samples · 13 unverified · 5 pointer-only (licence)
  We evaluate this fundamental architectural prior for modeling the dense nature of visual signals for a variety of video recognition tasks where it outperforms concurrent vision transformers that rely on large scale…
• X3D: Expanding Architectures for Efficient Video Recognition
  9 Apr 2020 8 repositories listed Syntology ran 2 of 15 samples · 13 unverified
  This paper presents X3D, a family of efficient video networks that progressively expand a tiny 2D image classification architecture along multiple network axes, in space, time, width and depth.
• Micro-Batch Training with Batch-Channel Normalization and Weight Standardization
  25 Mar 2019 7 repositories listed
  Batch Normalization (BN) has become an out-of-box technique to improve deep network training.
• Long-term Recurrent Convolutional Networks for Visual Recognition and Description
  17 Nov 2014 7 repositories listed
  Models based on deep convolutional networks have dominated recent image interpretation tasks; we investigate whether models which are also recurrent, or "temporally deep", are effective for tasks involving sequences,…
• Bidirectional Cross-Modal Knowledge Exploration for Video Recognition with Pre-trained Vision-Language Models
  31 Dec 2022 5 repositories listed
  In this paper, we propose a novel framework called BIKE, which utilizes the cross-modal bridge to explore bidirectional knowledge: i) We introduce the Video Attribute Association mechanism, which leverages the…
• Revisiting Classifier: Transferring Vision-Language Models for Video Recognition
  4 Jul 2022 5 repositories listed
  In this study, we focus on transferring knowledge for video classification tasks.
• Revisiting 3D ResNets for Video Recognition
  3 Sep 2021 5 repositories listed
  A recent work from Bello shows that training and scaling strategies may be more significant than model architectures for visual recognition.
• Hiera: A Hierarchical Vision Transformer without the Bells-and-Whistles
  1 Jun 2023 4 repositories listed Syntology ran 0 of 6 samples · 6 unverified
  Modern hierarchical vision transformers have added several vision-specific components in the pursuit of supervised classification performance.
• TSM: Temporal Shift Module for Efficient and Scalable Video Understanding on Edge Device
  27 Sep 2021 4 repositories listed
  Secondly, TSM has high efficiency; it achieves a high frame rate of 74fps and 29fps for online video recognition on Jetson Nano and Galaxy Note8.
• No Time to Waste: Squeeze Time into Channel for Mobile Video Understanding
  14 May 2024 3 repositories listed
  In this paper, we propose to squeeze the time axis of a video sequence into the channel dimension and present a lightweight video recognition network, term as \textit{SqueezeTime}, for mobile video understanding.
• Video-FocalNets: Spatio-Temporal Focal Modulation for Video Action Recognition
  13 Jul 2023 3 repositories listed Syntology ran 17 of 32 samples · 15 unverified · 21 pointer-only (licence)
  Video transformer designs are based on self-attention that can model global context at a high computational cost.
• MoViNets: Mobile Video Networks for Efficient Video Recognition
  21 Mar 2021 3 repositories listed Syntology ran 8 of 13 samples · 5 unverified
  We present Mobile Video Networks (MoViNets), a family of computation and memory efficient video networks that can operate on streaming video for online inference.
• MVFNet: Multi-View Fusion Network for Efficient Video Recognition
  13 Dec 2020 3 repositories listed
  Existing state-of-the-art methods have achieved excellent accuracy regardless of the complexity meanwhile efficient spatiotemporal modeling solutions are slightly inferior in performance.
• Pyramidal Convolution: Rethinking Convolutional Neural Networks for Visual Recognition
  20 Jun 2020 3 repositories listed
  This work introduces pyramidal convolution (PyConv), which is capable of processing the input at multiple filter scales.
• Omni-sourced Webly-supervised Learning for Video Recognition
  29 Mar 2020 3 repositories listed Syntology ran 0 of 13 samples · 13 unverified
  Then a joint-training strategy is proposed to deal with the domain gaps between multiple data sources and formats in webly-supervised learning.
• Audiovisual SlowFast Networks for Video Recognition
  23 Jan 2020 3 repositories listed
  We present Audiovisual SlowFast Networks, an architecture for integrated audiovisual perception.
• Deep Feature Flow for Video Recognition
  23 Nov 2016 3 repositories listed Syntology ran 0 of 1 samples · 1 unverified · 1 pointer-only (licence)
  Yet, it is non-trivial to transfer the state-of-the-art image recognition networks to videos as per-frame evaluation is too slow and unaffordable.
• InternVideo2: Scaling Foundation Models for Multimodal Video Understanding
  22 Mar 2024 2 repositories listed
  We introduce InternVideo2, a new family of video foundation models (ViFM) that achieve the state-of-the-art results in video recognition, video-text tasks, and video-centric dialogue.
• ZeroI2V: Zero-Cost Adaptation of Pre-trained Transformers from Image to Video
  2 Oct 2023 2 repositories listed Syntology ran 1 of 3 samples · 2 unverified
  In this paper, we present a new adaptation paradigm (ZeroI2V) to transfer the image transformers to video recognition tasks (i.
• What Can Simple Arithmetic Operations Do for Temporal Modeling?
  18 Jul 2023 2 repositories listed Syntology ran 3 of 6 samples · 3 unverified
  We conduct comprehensive ablation studies on the instantiation of ATMs and demonstrate that this module provides powerful temporal modeling capability at a low computational cost.
• Frame Flexible Network
  26 Mar 2023 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  To fix this issue, we propose a general framework, named Frame Flexible Network (FFN), which not only enables the model to be evaluated at different frames to adjust its computation, but also reduces the memory costs of…
• Frozen CLIP Models are Efficient Video Learners
  6 Aug 2022 2 repositories listed Syntology ran 5 of 10 samples · 5 unverified · 10 pointer-only (licence)
  Video recognition has been dominated by the end-to-end learning paradigm -- first initializing a video recognition model with weights of a pretrained image model and then conducting end-to-end training on videos.
• Expanding Language-Image Pretrained Models for General Video Recognition
  4 Aug 2022 2 repositories listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  Extensive experiments demonstrate that our approach is effective and can be generalized to different video recognition scenarios.

Syntology lines on 18 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.