Methods › Computer Vision › Convolutions › Deformable Convolution
Deformable Convolution
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.
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.
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MobileHolo: A Lightweight Complex-Valued Deformable CNN for High-Quality Computer-Generated Hologram 17 Jun 2025 · 0 repositories · arXiv:2506.14542
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Detection of Underwater Multi-Targets Based on Self-Supervised Learning and Deformable Path Aggregation Feature Pyramid Network 21 May 2025 · 0 repositories · arXiv:2505.15518
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DPN-GAN: Inducing Periodic Activations in Generative Adversarial Networks for High-Fidelity Audio Synthesis 14 May 2025 · 0 repositories · arXiv:2505.09091
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An Appearance Defect Detection Method for Cigarettes Based on C-CenterNet 10 Feb 2025 · 0 repositories · arXiv:2502.06119
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Low Resource Video Super-resolution using Memory and Residual Deformable Convolutions 3 Feb 2025 · 0 repositories · arXiv:2502.01816
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DSTIGCN: Deformable Spatial-Temporal Interaction Graph Convolution Network for Pedestrian Trajectory Prediction 16 Jan 2025 · 1 repository
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A Universal Scale-Adaptive Deformable Transformer for Image Restoration across Diverse Artifacts 1 Jan 2025 · 1 repository
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Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA 18 Dec 2024 · 1 repository · arXiv:2412.13716Syntology ran 2 of 4 samples · 2 unverified · 2 pointer-only (licence)
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Towards 3D Semantic Scene Completion for Autonomous Driving: A Meta-Learning Framework Empowered by Deformable Large-Kernel Attention and Mamba Model 6 Nov 2024 · 0 repositories · arXiv:2411.03672
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FlowDCN: Exploring DCN-like Architectures for Fast Image Generation with Arbitrary Resolution 30 Oct 2024 · 0 repositories · arXiv:2410.22655
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KaLDeX: Kalman Filter based Linear Deformable Cross Attention for Retina Vessel Segmentation 28 Oct 2024 · 1 repository · arXiv:2410.21160
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Mixture of Scale Experts for Alignment-free RGBT Video Object Detection and A Unified Benchmark 16 Oct 2024 · 0 repositories · arXiv:2410.12143
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Optimizing Medical Image Segmentation with Advanced Decoder Design 5 Oct 2024 · 1 repository · arXiv:2410.04128
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HRVMamba: High-Resolution Visual State Space Model for Dense Prediction 4 Oct 2024 · 0 repositories · arXiv:2410.03174
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GMT: Enhancing Generalizable Neural Rendering via Geometry-Driven Multi-Reference Texture Transfer 1 Oct 2024 · 1 repository · arXiv:2410.00672
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BurstM: Deep Burst Multi-scale SR using Fourier Space with Optical Flow 21 Sep 2024 · 1 repository · arXiv:2409.15384
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KLDD: Kalman Filter based Linear Deformable Diffusion Model in Retinal Image Segmentation 19 Sep 2024 · 0 repositories · arXiv:2410.02808
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DDNet: Deformable Convolution and Dense FPN for Surface Defect Detection in Recycled Books 8 Sep 2024 · 0 repositories · arXiv:2409.04958
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MambaOcc: Visual State Space Model for BEV-based Occupancy Prediction with Local Adaptive Reordering 21 Aug 2024 · 0 repositories · arXiv:2408.11464
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U-DECN: End-to-End Underwater Object Detection ConvNet with Improved DeNoising Training 11 Aug 2024 · 1 repository · arXiv:2408.05780
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Deformable Convolution Based Road Scene Semantic Segmentation of Fisheye Images in Autonomous Driving 23 Jul 2024 · 0 repositories · arXiv:2407.16647
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SACNet: A Spatially Adaptive Convolution Network for 2D Multi-organ Medical Segmentation 14 Jul 2024 · 0 repositories · arXiv:2407.10157
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Deformable Feature Alignment and Refinement for Moving Infrared Dim-small Target Detection 10 Jul 2024 · 0 repositories · arXiv:2407.07289
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Edge-guided and Cross-scale Feature Fusion Network for Efficient Multi-contrast MRI Super-Resolution 7 Jul 2024 · 1 repository · arXiv:2407.05307
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SALI: Short-term Alignment and Long-term Interaction Network for Colonoscopy Video Polyp Segmentation 19 Jun 2024 · 1 repository · arXiv:2406.13532
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Coarse-Fine Spectral-Aware Deformable Convolution For Hyperspectral Image Reconstruction 18 Jun 2024 · 0 repositories · arXiv:2406.12703
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DehazeDCT: Towards Effective Non-Homogeneous Dehazing via Deformable Convolutional Transformer 12 Jun 2024 · 1 repository
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Adaptive Convolutional Forecasting Network Based on Time Series Feature-Driven 20 May 2024 · 0 repositories · arXiv:2405.12038
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A New Multi-Picture Architecture for Learned Video Deinterlacing and Demosaicing with Parallel Deformable Convolution and Self-Attention Blocks 19 Apr 2024 · 1 repository · arXiv:2404.13018
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YOLC: You Only Look Clusters for Tiny Object Detection in Aerial Images 9 Apr 2024 · 1 repository · arXiv:2404.06180
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.
Usage over time archive 2025-07-28
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
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections