Comments on 'Fast and scalable search of whole-slide images via self-supervised deep learning'
Not on the map. Why?
Abstract (arXiv)
Chen et al. [Chen2022] recently published the article 'Fast and scalable search of whole-slide images via self-supervised deep learning' in Nature Biomedical Engineering. The authors call their method 'self-supervised image search for histology', short SISH. We express our concerns that SISH is an incremental modification of Yottixel, has used MinMax binarization but does not cite the original works, and is based on a misnomer 'self-supervised image search'. As well, we point to several other concerns regarding experiments and comparisons performed by Chen et al.
Key facts. Cited by 5 papers in the map (data through 14 Oct 2026). Builds on 4 of its 9 references that are in the map. First posted on arXiv 7 Apr 2023.
Builds on
4 of 9 references.
References · 4
- 2019Yottixel -- An Image Search Engine for Large Archives of Histopathology Whole Slide Imagescited by 41
- 2019Pan-Cancer Diagnostic Consensus Through Searching Archival Histopathology Images Using Artificial Intelligencecited by 26
- 2016MinMax Radon Barcodes for Medical Image Retrievalcited by 9
- 2018Deep Barcodes for Fast Retrieval of Histopathology Scanscited by 9
Built on by
Citing papers per year: 2023: 3; 2024: 2.
5 papers.
- 2024On Image Search in Histopathologycited by 12
- 2024Analysis and Validation of Image Search Engines in Histopathologycited by 7
- 2023Creating an Atlas of Normal Tissue for Pruning WSI Patching Through Anomaly Detectioncited by 4
- 2023Selection of Distinct Morphologies to Divide & Conquer Gigapixel Pathology Imagescited by 2
- 2023Histopathology Slide Indexing and Search: Are We There Yet?cited by 0
- 2024On Image Search in Histopathology14 Jan 2024
- 2024Analysis and Validation of Image Search Engines in Histopathology6 Jan 2024
- 2023Selection of Distinct Morphologies to Divide & Conquer Gigapixel Pathology Images16 Nov 2023
- 2023Creating an Atlas of Normal Tissue for Pruning WSI Patching Through Anomaly Detection4 Oct 2023
- 2023Histopathology Slide Indexing and Search: Are We There Yet?29 Jun 2023