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SPair-71k

Introduced by Juhong Min et al. in SPair-71k: A Large-scale Benchmark for Semantic Correspondence archive 2025-07-28

SPair-71k contains 70,958 image pairs with diverse variations in viewpoint and scale. Compared to previous datasets, it is significantly larger in number and contains more accurate and richer annotations.

Source: SPair-71k: A Large-scale Benchmark for Semantic Correspondence Image Source: http://cvlab.postech.ac.kr/research/SPair-71k/

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 2 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Semantic correspondence SPair-71k GeoAware-SC (Supervised, AP-10K P.T.) PCK 85.6 Telling Left from Right: Identifying Geometry-Aware... Junyi42/geoaware-sc 22 Compare
Graph Matching SPair-71k CREAM matching accuracy 0.851 Cross-modal Retrieval with Noisy Correspondence via... XLearning-SCU/2024-TIP-CREAM 8 Compare

Papers archive 2025-07-28

23 shown of 23 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 71. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Semantic Correspondence: Unified Benchmarking and a Strong Baseline 1 1 23 May 2025 not harvested
CleanDIFT: Diffusion Features without Noise 1 3 4 Dec 2024 ran 0 of 5 samples (5 unverified; 5 pointer-only for licence)
Cross-modal Retrieval with Noisy Correspondence via Consistency Refining and Mining 1 1 25 Mar 2024 not harvested
Telling Left from Right: Identifying Geometry-Aware Semantic Correspondence 1 3 28 Nov 2023 ran 11 of 15 samples (4 unverified; 15 pointer-only for licence)
GMTR: Graph Matching Transformers 1 2 14 Nov 2023 not harvested
Unsupervised Semantic Correspondence Using Stable Diffusion 1 1 24 May 2023 ran 4 of 12 samples (8 unverified)
A Tale of Two Features: Stable Diffusion Complements DINO for Zero-Shot Semantic Correspondence 1 2 24 May 2023 not harvested
Graph Matching with Bi-level Noisy Correspondence 3 1 8 Dec 2022 ran 7 of 7 samples (0 unverified; 7 pointer-only for licence)
Integrative Feature and Cost Aggregation with Transformers for Dense Correspondence 0 1 19 Sep 2022 not harvested
Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation 1 1 22 Jul 2022 ran 11 of 20 samples (9 unverified; 2 pointer-only for licence)
TransforMatcher: Match-to-Match Attention for Semantic Correspondence 1 1 23 May 2022 not harvested
CATs++: Boosting Cost Aggregation with Convolutions and Transformers 1 1 14 Feb 2022 not harvested
Graph-Context Attention Networks for Size-Varied Deep Graph Matching 1 1 1 Jan 2022 not harvested
Cost Aggregation Is All You Need for Few-Shot Segmentation 2 1 22 Dec 2021 not harvested
Multi-scale Matching Networks for Semantic Correspondence 1 1 31 Jul 2021 not harvested
CATs: Cost Aggregation Transformers for Visual Correspondence 1 1 4 Jun 2021 not harvested
Convolutional Hough Matching Networks 1 1 31 Mar 2021 not harvested
Learning to Compose Hypercolumns for Visual Correspondence 1 1 21 Jul 2020 ran 0 of 5 samples (5 unverified)
Semantic Correspondence as an Optimal Transport Problem 1 1 1 Jun 2020 not harvested
Correspondence Networks with Adaptive Neighbourhood Consensus 1 1 26 Mar 2020 ran 2 of 11 samples (9 unverified)
Deep Graph Matching via Blackbox Differentiation of Combinatorial Solvers 5 1 25 Mar 2020 ran 5 of 11 samples (6 unverified; 3 pointer-only for licence)
Neural Graph Matching Network: Learning Lawler's Quadratic Assignment Problem with Extension to Hypergraph and Multiple-graph Matching 1 2 26 Nov 2019 not harvested
Hyperpixel Flow: Semantic Correspondence with Multi-layer Neural Features 1 1 18 Aug 2019 ran 0 of 14 samples (14 unverified)

Dataset loaders archive 2025-07-28

huggingface.co/datasets/0jl/SPair-71khuggingface/datasetstfpytorchjax

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

Object DetectionSemantic correspondenceGraph MatchingColorization

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

Images

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • SPair-71k

1 variant name, as the archive lists them.

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