Methods › Computer Vision › Vision Transformers › Deformable DETR
Deformable DETR
Introduced by Xizhou Zhu et al. in Deformable DETR: Deformable Transformers for End-to-End Object Detection
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Deformable DETR is an object detection method that aims mitigates the slow convergence and high complexity issues of DETR. It combines the best of the sparse spatial sampling of deformable convolution, and the relation modeling capability of Transformers. Specifically, it introduces a deformable attention module, which attends to a small set of sampling locations as a pre-filter for prominent key elements out of all the feature map pixels. The module can be naturally extended to aggregating multi-scale features, without the help of FPN.
Papers archive 2025-07-28
30 shown of 35, 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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WalnutData: A UAV Remote Sensing Dataset of Green Walnuts and Model Evaluation 27 Feb 2025 · 1 repository · arXiv:2502.20092
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SimLTD: Simple Supervised and Semi-Supervised Long-Tailed Object Detection 28 Dec 2024 · 1 repository · arXiv:2412.20047
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Advancing SEM Based Nano-Scale Defect Analysis in Semiconductor Manufacturing for Advanced IC Nodes 6 Sep 2024 · 0 repositories · arXiv:2409.04310
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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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Fisher-aware Quantization for DETR Detectors with Critical-category Objectives 3 Jul 2024 · 0 repositories · arXiv:2407.03442
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Understanding differences in applying DETR to natural and medical images 27 May 2024 · 0 repositories · arXiv:2405.17677
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Infrared Adversarial Car Stickers 16 May 2024 · 0 repositories · arXiv:2405.09924
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Generative Region-Language Pretraining for Open-Ended Object Detection 15 Mar 2024 · 1 repository · arXiv:2403.10191Syntology ran 8 of 11 samples · 3 unverified
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Hybrid Proposal Refiner: Revisiting DETR Series from the Faster R-CNN Perspective 1 Jan 2024 · 1 repository
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KD-DETR: Knowledge Distillation for Detection Transformer with Consistent Distillation Points Sampling 1 Jan 2024 · 0 repositories
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Mono3DVG: 3D Visual Grounding in Monocular Images 13 Dec 2023 · 1 repository · arXiv:2312.08022Syntology ran 5 of 7 samples · 2 unverified · 7 pointer-only (licence)
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Towards Few-Annotation Learning for Object Detection: Are Transformer-based Models More Efficient ? 30 Oct 2023 · 1 repository · arXiv:2310.19936
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DAC-DETR: Divide the Attention Layers and Conquer 21 Sep 2023 · 1 repository
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Selecting Learnable Training Samples is All DETRs Need in Crowded Pedestrian Detection 18 May 2023 · 0 repositories · arXiv:2305.10801
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Robust Traffic Light Detection Using Salience-Sensitive Loss: Computational Framework and Evaluations 8 May 2023 · 0 repositories · arXiv:2305.04516
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Continual Detection Transformer for Incremental Object Detection 6 Apr 2023 · 0 repositories · arXiv:2304.03110
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VDDT: Improving Vessel Detection with Deformable Transfomer 15 Mar 2023 · 0 repositories
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Salient Sign Detection In Safe Autonomous Driving: AI Which Reasons Over Full Visual Context 14 Jan 2023 · 0 repositories · arXiv:2301.05804
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Open World DETR: Transformer based Open World Object Detection 6 Dec 2022 · 0 repositories · arXiv:2212.02969
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FQDet: Fast-converging Query-based Detector 5 Oct 2022 · 2 repositories · arXiv:2210.02318Syntology ran 1 of 6 samples · 5 unverified · 3 pointer-only (licence)
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ComplETR: Reducing the cost of annotations for object detection in dense scenes with vision transformers 13 Sep 2022 · 0 repositories · arXiv:2209.05654
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DPText-DETR: Towards Better Scene Text Detection with Dynamic Points in Transformer 10 Jul 2022 · 1 repository · arXiv:2207.04491
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YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors 6 Jul 2022 · 21 repositories · arXiv:2207.02696Syntology ran 1 of 11 samples · 10 unverified
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An Empirical Study Of Self-supervised Learning Approaches For Object Detection With Transformers 11 May 2022 · 2 repositories · arXiv:2205.05543
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MTTrans: Cross-Domain Object Detection with Mean-Teacher Transformer 3 May 2022 · 1 repository · arXiv:2205.01643
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DFAM-DETR: Deformable feature based attention mechanism DETR on slender object detection 22 Apr 2022 · 0 repositories · arXiv:2204.10667
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Task Specific Attention is one more thing you need for object detection 18 Feb 2022 · 1 repository · arXiv:2202.09048
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TransVOD: End-to-End Video Object Detection with Spatial-Temporal Transformers 13 Jan 2022 · 3 repositories · arXiv:2201.05047Syntology ran 4 of 6 samples · 2 unverified · 3 pointer-only (licence)
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Recurrent Glimpse-based Decoder for Detection with Transformer 9 Dec 2021 · 1 repository · arXiv:2112.04632
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Sparse DETR: Efficient End-to-End Object Detection with Learnable Sparsity 29 Nov 2021 · 1 repository · arXiv:2111.14330Syntology ran 3 of 7 samples · 4 unverified
Tasks archive 2025-07-28
20 shown of 57 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