Methods › Computer Vision › Convolutions › Deformable Convolution

Deformable Convolution

152 papers tagged archive 2025-07-28

Introduced by Jifeng Dai et al. in Deformable Convolutional Networks

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

Deformable convolutions add 2D offsets to the regular grid sampling locations in the standard convolution. It enables free form deformation of the sampling grid. The offsets are learned from the preceding feature maps, via additional convolutional layers. Thus, the deformation is conditioned on the input features in a local, dense, and adaptive manner.

PaperSourceSee Code · chengdazhi/Deformable-Convolution-V2-PyTorch

Papers archive 2025-07-28

30 shown of 152, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

Tasks archive 2025-07-28

20 shown of 163 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

TaskPapers
Semantic Segmentation30
Object Detection29
object-detection22
Object20
Segmentation18
Super-Resolution18
Optical Flow Estimation12
Image Segmentation10
Video Super-Resolution10
Instance Segmentation9
Decoder7
Medical Image Segmentation7
Autonomous Driving6
Image Classification6
Deblurring5
Denoising5
image-classification5
Image Generation4
Image Reconstruction4
Motion Compensation4

Usage over time archive 2025-07-28

Papers per year tagged with Deformable Convolution: 2017 to 2025, peak 30 30 0 2017: 4 papers 2017 2018: 7 papers 2018 2019: 14 papers 2019 2020: 30 papers 2020 2021: 20 papers 2021 2022: 24 papers 2022 2023: 16 papers 2023 2024: 30 papers 2024 2025: 7 papers 2025
Papers per year the archive tags with this method, by the paper's archive date (152 dated). Bars are counts, not a trend claim.

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

Convolutions

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