Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology | Paper Citation Record

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This paper cites Mitosis domain generalization in histopathology images - the MIDOG challenge.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Mitosis domain generalization in histopathology images - the MIDOG challenge

Reference 1

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Observation abf7b9b1-4a3d-4433-9fcd-fc0e20d8dd8f · outbound

This paper cites Artificial intelligence for diagnosis and gleason grading of prostate cancer: the PANDA challenge.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Artificial intelligence for diagnosis and gleason grading of prostate cancer: the PANDA challenge

Reference 2

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Observation c3305226-305e-4dd1-9667-e3d3292cf00a · outbound

This paper cites Deep- HiTS : Rotation invariant convolutional neural network for transient detection.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Deep- HiTS : Rotation invariant convolutional neural network for transient detection

Reference 3

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Observation b4480ce5-0f95-4057-9864-f4ff4d0f8eab · outbound

This paper cites A program to build E ( N )-equivariant steerable CNNs.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology A program to build E ( N )-equivariant steerable CNNs

Reference 4

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Observation 7cb585d3-e480-43bc-bed5-29a75a9754cf · outbound

This paper cites Rotation equivariant and invariant neural networks for microscopy image analysis.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Rotation equivariant and invariant neural networks for microscopy image analysis

Reference 5

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Observation 80476927-6acc-46bd-8173-410e79f3f4ba · outbound

This paper cites Conditional Positional Encodings for Vision Transformers.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Conditional Positional Encodings for Vision Transformers

Reference 6

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Observation 14484527-99cc-4754-b6a7-2d2e23aaa180 · outbound

This paper cites A coefficient of agreement for nominal scales.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology A coefficient of agreement for nominal scales

Reference 7

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Observation c2ff006e-b9e6-419f-91e8-c32e1588555c · outbound

This paper cites Group equivariant convolutional networks.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Group equivariant convolutional networks

Reference 8

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Observation 59c11561-9aa2-4cee-b131-19bba4b8ab9d · outbound

This paper cites An image is worth 16x16 words: Transformers for image recognition at scale.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology An image is worth 16x16 words: Transformers for image recognition at scale

Reference 9

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Observation 33591694-8cca-49fa-8794-450566a99725 · outbound

This paper cites SRE-Conv: Symmetric Rotation Equivariant Convolution for Biomedical Image Classification.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology SRE-Conv: Symmetric Rotation Equivariant Convolution for Biomedical Image Classification

Reference 10

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Observation 4487e49d-d08a-4f92-82ae-1f648f6b97ee · outbound

This paper cites Use of symmetric kernels for convolutional neural networks.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Use of symmetric kernels for convolutional neural networks

Reference 11

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Observation d136d544-a9a6-4e56-a8c2-c1db547bb8cd · outbound

This paper cites SymNet : Symmetrical filters in convolutional neural networks.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology SymNet : Symmetrical filters in convolutional neural networks

Reference 12

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Observation 09589cc7-ac25-4e29-906b-a779b9cfa177 · outbound

This paper cites Polar transformer networks.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Polar transformer networks

Reference 13

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Observation 21167257-3fd1-4f02-ad8d-de7c87d9afe8 · outbound

This paper cites A rotationally-invariant convolution module by feature map back-rotation.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology A rotationally-invariant convolution module by feature map back-rotation

Reference 14

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Observation 6479b936-8bd6-43e4-a578-182d8bcdcc96 · outbound

This paper cites Rotated ring, radial and depth wise separable radial convolutions.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Rotated ring, radial and depth wise separable radial convolutions

Reference 15

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Observation 17f989eb-fd72-4c0a-80ce-b67a9600c77d · outbound

This paper cites Rotation equivariant siamese networks for tracking.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Rotation equivariant siamese networks for tracking

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:17.698302Z

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Observation 078f7ae7-b159-49f3-82e2-826359229e69 · outbound

This paper cites Breast cancer multi-classification from histopathological images with structured deep learning model.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Breast cancer multi-classification from histopathological images with structured deep learning model

Reference 17

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Observation fbd9f2ea-455c-4e01-b5b6-d2a28c9e5f3f · outbound

This paper cites RRL :regional rotation layer in convolutional neural networks.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology RRL :regional rotation layer in convolutional neural networks

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:17.671452Z

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Observation a189d008-c2ad-4315-99b4-2ec360b1e865 · outbound

This paper cites Deep residual learning for image recognition.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Deep residual learning for image recognition

Reference 19

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Observation 80d4be72-f32e-4f23-8555-5e29a068cf48 · outbound

This paper cites Spatial Transformer Networks.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Spatial Transformer Networks

Reference 20

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Observation fab871a7-dafe-4a41-872c-cc7f6752aa48 · outbound

This paper cites Black, Larry Goldenberg, and Septimiu E.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Black, Larry Goldenberg, and Septimiu E

Reference 21

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Observation fb043267-4b01-4329-82d5-f591e8d68b4d · outbound

This paper cites Predicting survival from colorectal cancer histology slides using deep learning: A retrospective multicenter study.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Predicting survival from colorectal cancer histology slides using deep learning: A retrospective multicenter study

Reference 22

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Observation bccae7fe-e67d-4be5-807e-532cc1f98de9 · outbound

This paper cites CyCNN : A rotation invariant CNN using polar mapping and cylindrical convolution layers.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology CyCNN : A rotation invariant CNN using polar mapping and cylindrical convolution layers

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:17.630651Z

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Observation fd37bb3d-b11e-47df-8884-b19238bb6a8a · outbound

This paper cites Sample efficient semantic segmentation using rotation equivariant convolutional networks.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Sample efficient semantic segmentation using rotation equivariant convolutional networks

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:17.616297Z

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Observation 98a40357-1e77-444f-b7c4-6e72d694da74 · outbound

This paper cites Image analysis and machine learning in digital pathology: Challenges and opportunities.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Image analysis and machine learning in digital pathology: Challenges and opportunities

Reference 25

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Observation b807ef97-e71a-4c76-9368-a75d07fde9ed · outbound

This paper cites Rotation equivariant vector field networks.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Rotation equivariant vector field networks

Reference 26

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Observation 2b256add-47cf-4d83-96d9-1d1bb7be8d6c · outbound

This paper cites McGraw and S.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology McGraw and S

Reference 27

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Observation 6a196d21-893c-4068-bea6-c1c427dd628c · outbound

This paper cites Why Capsule Neural Networks Do Not Scale: Challenging the Dynamic Parse-Tree Assumption.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Why Capsule Neural Networks Do Not Scale: Challenging the Dynamic Parse-Tree Assumption

Reference 28

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Observation 4114d938-6304-4a0b-8c3e-2605ade1eb44 · outbound

This paper cites RIC - CNN : Rotation-invariant coordinate convolutional neural network.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology RIC - CNN : Rotation-invariant coordinate convolutional neural network

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:17.575672Z

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Observation 5859eab0-98d5-406f-be97-f71e068ac47a · outbound

This paper cites Whole slide imaging versus microscopy for primary diagnosis in surgical pathology: A multicenter blinded randomized noninferiority study of 1992 cases (pivotal study).

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Whole slide imaging versus microscopy for primary diagnosis in surgical pathology: A multicenter blinded randomized noninferiority study of 1992 cases (pivotal study)

Reference 30

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Observation 251bcfa4-69c5-4557-b1d0-813160ff6d54 · outbound

This paper cites Automatic grading of prostate cancer in digitized histopathology images: Learning from multiple experts.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Automatic grading of prostate cancer in digitized histopathology images: Learning from multiple experts

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:17.548841Z

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Observation bbd1c057-9cc2-4435-a47e-d20ebd14f0ba · outbound

This paper cites Skinnider, Peyman Tavassoli, Dmitry Turbin, Carlos F.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Skinnider, Peyman Tavassoli, Dmitry Turbin, Carlos F

Reference 32

Resolution: verified exact; doi, observed 2026-08-15T23:06:17.148474Z

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Observation fa13fcd0-eebf-428d-a227-1ea82ac663e4 · outbound

This paper cites SPIN : Simplifying polar invariance for neural networks application to vision-based irradiance forecasting.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology SPIN : Simplifying polar invariance for neural networks application to vision-based irradiance forecasting

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:17.535190Z

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Observation b5a2b497-96aa-4302-9f9c-c19990cc0491 · outbound

This paper cites Limitation of capsule networks.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Limitation of capsule networks

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-08-15T23:06:17.214645Z

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Observation fcad3bd8-84b5-45a4-b696-30d5ec05837f · outbound

This paper cites Dynamic Routing Between Capsules.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Dynamic Routing Between Capsules

Reference 35

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Observation e1a9b984-6817-4849-b94c-4a84aa8e48e9 · outbound

This paper cites Going deeper through the gleason scoring scale: An automatic end-to-end system for histology prostate grading and cribriform pattern detection.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Going deeper through the gleason scoring scale: An automatic end-to-end system for histology prostate grading and cribriform pattern detection

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:17.521363Z

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Observation 23493c1b-7cb5-4698-b22d-7d8ef5873d9b · outbound

This paper cites Visualizing data using t- SNE.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Visualizing data using t- SNE

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:17.507888Z

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Observation 5f3c2e86-ff5d-4436-be09-ee6dd7e6420e · outbound

This paper cites Predicting breast tumor proliferation from whole-slide images: The TUPAC16 challenge.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Predicting breast tumor proliferation from whole-slide images: The TUPAC16 challenge

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:17.494334Z

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Observation 098b8d25-591f-42a3-8f42-4a9f1c913f9e · outbound

This paper cites General e (2)-equivariant steerable cnns.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology General e (2)-equivariant steerable cnns

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:17.480221Z

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Observation 0192f5d1-daaf-4727-a9c7-6464495b7c65 · outbound

This paper cites Learning steerable filters for rotation equivariant CNNs.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Learning steerable filters for rotation equivariant CNNs

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:17.466099Z

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Observation f5515537-28fb-4cde-99e9-13c54c425dde · outbound

This paper cites Pan-tumor CAnine cuTaneous cancer histology ( CATCH ) dataset.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Pan-tumor CAnine cuTaneous cancer histology ( CATCH ) dataset

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:17.452194Z

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Observation d8e8aa6d-75fa-4b30-ad57-b4d5c7948298 · outbound

This paper cites Harmonic networks: Deep translation and rotation equivariance.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Harmonic networks: Deep translation and rotation equivariance

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:17.437392Z

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Observation bf3b363a-c312-485a-8c99-f95eb2a6c9f6 · outbound

This paper cites Rotation invariant gabor convolutional neural network for image classification.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Rotation invariant gabor convolutional neural network for image classification

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:17.422118Z

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Observation a30fe7c7-3ac0-4bdd-8dc6-5505331724ad · outbound

This paper cites Stable and symmetric filter convolutional neural network.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Stable and symmetric filter convolutional neural network

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:17.407548Z

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Observation de4732d1-20cf-42b0-8033-ec4f004c7d7f · outbound

This paper cites Wide residual networks.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Wide residual networks

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:17.391790Z

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Observation 338b085d-878b-41ea-81d8-2b05049fa0ce · outbound

This paper cites Improved Vessel Segmentation with Symmetric Rotation-Equivariant U-Net.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Improved Vessel Segmentation with Symmetric Rotation-Equivariant U-Net

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-15T23:06:17.104692Z

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Observation ae8d8be3-5b2b-4d23-81f8-4cd07734f3aa · outbound

This paper cites MTCNet : Multi-task collaboration network for rotation-invariance face detection.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology MTCNet : Multi-task collaboration network for rotation-invariance face detection

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:17.377545Z

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Observation c32b0f2e-be96-4697-8dfe-c73193c171a1 · outbound

This paper cites Oriented response networks.

Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology Oriented response networks

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:17.363056Z

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