mlsanityData to 7 Oct 2026

Domain-Size Pooling in Local Descriptors: DSP-SIFT

arXiv 1412.8556 ↗First posted 30 Dec 2014cs.CVcited by 14

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Abstract (arXiv)

We introduce a simple modification of local image descriptors, such as SIFT, based on pooling gradient orientations across different domain sizes, in addition to spatial locations. The resulting descriptor, which we call DSP-SIFT, outperforms other methods in wide-baseline matching benchmarks, including those based on convolutional neural networks, despite having the same dimension of SIFT and requiring no training.

Key facts. Cited by 14 papers in the map (data through 7 Oct 2026). First posted on arXiv 30 Dec 2014.

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Citing papers per year: 2021: 5; 2022: 2; 2023: 2; 2024: 1; 2025: 2; 2026: 2.

14 papers.

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  1. 2022Parallel Structure from Motion for UAV Images via Weighted Connected Dominating Setcited by 10
  2. 2021SIFT Matching by Context Exposedcited by 9
  3. 2023Sub-token ViT Embedding via Stochastic Resonance Transformerscited by 9
  4. 2021Efficient Pairwise Neuroimage Analysis using the Soft Jaccard Index and 3D Keypoint Setscited by 6
  5. 2021Feature matching for multi-epoch historical aerial imagescited by 3
  6. 2021VIO-Aided Structure from Motion Under Challenging Environmentscited by 2
  7. 2021GPU optimization of the 3D Scale-invariant Feature Transform Algorithm and a Novel BRIEF-inspired 3D Fast Descriptorcited by 2
  8. 2022Descriptor Distillation: a Teacher-Student-Regularized Framework for Learning Local Descriptorscited by 2
  9. 2023Semihierarchical Reconstruction and Weak-area Revisiting for Robotic Visual Seafloor Mappingcited by 2
  10. 2024Region Feature Descriptor Adapted to High Affine Transformationscited by 0
  11. 2025Cross Spatial Temporal Fusion Attention for Remote Sensing Object Detection via Image Feature Matchingcited by 0
  12. 2025Exploring Image Representation with Decoupled Classical Visual Descriptorscited by 0
2 more
  1. 2026PySIFT: GPU-Resident Deterministic SIFT for Deep Learning Vision Pipelinescited by 0
  2. 2026Evaluating Mesh Reconstruction Methods for Crop Phenotypingcited by 0