Published September 4, 2019
| Version v1
Dataset
Open
LYON19- Lymphocyte Detection Test Set
Description
LYON19
The provided test set includes 441 ROIs saved in the .png files, and it is a test set of LYON grand challenge: https://lyon19.grand-challenge.org
Data Description
The test set contains Region of Interests (ROIs) selected from whole-slide images (WSI) of immunohistochemistry (IHC) stained specimens of breast, colon and prostate. Data came from eight different medical centers in the Netherlands. All slides were stained with an antibody against CD3 or CD8. Slides were subsequently digitized with a Pannoramic 250Flash II scanner (3DHistech, Hungary), resulting in WSIs with a spatial resolution of 0.24μm/px. Selected ROIs were saved with full resolution in the .png files.
Selected ROIs were representative for most different types of lymphocyte distributions that occur in slides, namely (1) area with regular lymphocyte distribution, (2) clustered cells, and (3) staining or tissue artifacts.
Citation:
Please reference the following paper if you use LYON19 data for a scientific publication:
Swiderska-Chadaj, Zaneta, et al. "Learning to detect lymphocytes in immunohistochemistry with deep learning." Medical Image Analysis (2019): 101547.
Link to the paper: https://www.sciencedirect.com/science/article/pii/S1361841519300829
Files
ROI_1.png
Files
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md5:02268ef8eabe9c7f01199c2be6c5e95f
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10.5 MB | Preview Download |
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md5:522ab2bd535566f422fa6e88c4cc78e2
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427.7 MB | Preview Download |
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md5:dd7d81c8c882146201af825c8cef1b2c
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6.2 MB | Preview Download |
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md5:1519eaf3d6c428a3d36aa49a33fd519e
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1.3 MB | Preview Download |
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md5:72b8342fe8c623d01b8de8c5bd4e0fce
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2.3 MB | Preview Download |
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md5:6e966975776ff015365e0b0303b54894
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117.6 MB | Preview Download |
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md5:e02a6b6068456c416399956b1a6f8255
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101.4 MB | Preview Download |
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md5:9cb9468f5b51f55483edfd3bcb5d6a82
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79.3 MB | Preview Download |
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md5:51ee49397abee4d466c7d88b7a2d6e0e
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17.1 MB | Preview Download |
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md5:76002a67bf475c8de64a64d6e3746900
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4.4 MB | Preview Download |
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md5:eb60ee99bd293ffef08af4f78994fe2a
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14.3 MB | Preview Download |
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md5:5f894e3675ab837aa5d03bba79d6ee3b
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md5:ffcf009650d0f67b74d03716c8243ca1
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259.0 MB | Preview Download |
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md5:0fae763df961efa59ef29905b4984032
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md5:cc30c09170ff626788bfc0ffd52e137a
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md5:719c9ffcfc8a4d3e82ef4d45d747e8b6
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110.5 MB | Preview Download |
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md5:7cff457f21072decfe73dc2f1c89ef3e
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2.5 MB | Preview Download |
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md5:3c23c8f5e16545034f6116269a7e625e
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26.4 MB | Preview Download |
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md5:ce326994f8d474d0ef3d726a697c42d4
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281.2 MB | Preview Download |
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md5:5fc53fdae4f2f582c919e0e8be5f5e0b
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214.8 MB | Preview Download |
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md5:14ac15bfa360b0a6dd613ef5551c598d
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8.1 MB | Preview Download |
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md5:7086f1fc09c96c2fefc55df3e4d6b391
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66.0 MB | Preview Download |
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md5:6e2bb0f5d04c8aa627f9818b31da04fd
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63.8 MB | Preview Download |
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md5:259ee829d5ca2ac068289634cf2ffd5c
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11.2 MB | Preview Download |
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md5:0036ac09f356bb374d6b8dbd96e857b2
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36.4 MB | Preview Download |
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md5:9153bf2e7b4b58ad85f69d368b86eb1f
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17.1 MB | Preview Download |
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md5:7a7cec5477fddb0a5f264921bda3c715
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20.3 MB | Preview Download |
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md5:87ee3503267d7fcc473677d4cde8e216
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38.3 MB | Preview Download |
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md5:40d759f0a1cb40a776bce8ee88475573
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7.2 MB | Preview Download |
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md5:e2ad4db9df3978dcdcf3c006bda6bce8
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19.2 MB | Preview Download |
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md5:1a2c097d83759be1d81a7ec2c281bad9
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7.5 MB | Preview Download |
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md5:4a28257494b7386a471cc924c29faab0
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6.6 MB | Preview Download |
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md5:c20433ca479b043d7df7a440e51807d3
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6.2 MB | Preview Download |
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md5:31a01654c2c15716d303e8623aacc312
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1.1 MB | Preview Download |
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md5:19de47f74ff2ae75f8f401883b86da75
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8.8 MB | Preview Download |
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md5:6fc3b44283abe3bdc0b092df8ca0b46e
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8.4 MB | Preview Download |
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md5:e70d82ee23acd80dbe00cc311d47a09d
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40.1 MB | Preview Download |
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md5:be6e58fc1e5eef135d49615b6bee8b6e
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11.5 MB | Preview Download |
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md5:21ac8e27e7c73354700f98c2f467c75a
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26.4 MB | Preview Download |
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md5:18a6c40371edc49e0bcf4242260481a6
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15.8 MB | Preview Download |
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md5:6b1594c72bb695484a5d0aad0d8c7e63
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13.1 MB | Preview Download |
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md5:3e74bf0622fa16304721abf2fdb4dd10
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21.9 MB | Preview Download |
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md5:8c2a6169b4243bd93f1ad08603c4cb1c
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7.9 MB | Preview Download |
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md5:4d8ca488d113560e02180f6bca023d4b
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9.5 MB | Preview Download |
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md5:e7566e913c51c10a33643190f2d357c0
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483.7 MB | Preview Download |
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md5:12f3c9d5d7878232fb30d5a86d8edb98
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13.1 MB | Preview Download |
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md5:fbf574806217a1340af4ddba838d97e3
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3.9 MB | Preview Download |
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md5:e20f5c8d5926db4721e5f0c5144530ad
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13.8 MB | Preview Download |
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md5:af74245f9e585f6612bae2d06f117bfc
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11.6 MB | Preview Download |
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md5:cb39989e26e133931050fadcff026c22
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3.7 MB | Preview Download |
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md5:cca1f765935a4ff572b895346a7b2e2e
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2.7 MB | Preview Download |
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md5:367961ab7d07de608f680b5cb3e3dfa6
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16.6 MB | Preview Download |
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md5:2840a49f166e408ecf2acdd5c7364f24
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17.5 MB | Preview Download |
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md5:3a9e46cab684fd524a77701c31361e74
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10.5 MB | Preview Download |
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md5:f1947128d637d9c8cef4ec6903754404
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md5:34c63fbc74aca6e0a4193367eab4e0a7
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md5:90b6d097af0f38811ad334471f5f2e14
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md5:c8d258c1f7c10941ba521fffc85e762e
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4.4 MB | Preview Download |
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md5:52554a016a4698bf5bb5ec8967ddcbc6
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2.7 MB | Preview Download |
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md5:fe06e5162c67917fd81db0f15f8b7807
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4.0 MB | Preview Download |
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md5:5c5b5dab49cf64227ef82d5c21bba66f
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4.4 MB | Preview Download |
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md5:73aed61c7e9fc9d8f0487d8fbed0d5ae
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md5:08d263bf16578277ecd9d6997eab42b4
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2.4 MB | Preview Download |
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md5:d41d2ca5b2410e1cff1a6e6be797adcc
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84.2 MB | Preview Download |
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md5:1abff867d82d072b5abac90d5be63026
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212.8 MB | Preview Download |
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md5:f7c491ca4b431e2714983eb990f49bfd
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472.4 MB | Preview Download |
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md5:8ffbe99b9de58cbf27efefe0ec2a60b0
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14.6 MB | Preview Download |
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md5:f8f8b9d9f262212f6969b98175f83e1e
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5.0 MB | Preview Download |
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md5:dd006f1108b246915b6a321712e62c6b
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242.0 MB | Preview Download |
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md5:e11cf54b522b4ce65aff188cb55c3474
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6.4 MB | Preview Download |
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md5:a8176e7d93a7798c4ebc2ae7b3fbacbf
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297.1 MB | Preview Download |
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md5:ce68fb25c308e4a3d1e0c10826b1af38
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371.4 MB | Preview Download |
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md5:a05eabf7f279c6e36a7b33999b46683d
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6.4 MB | Preview Download |
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md5:391079438041f9c82558ac3ed0df1470
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md5:d4c62fb665323bf4fdb6502cf89f2e10
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md5:fc78ce5067a42a2a7e53532321390474
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md5:edfdc5dd2c175c4ff6b19fd196d4d49f
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md5:62143ee3b88c31e3956ebf2f47822dca
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md5:1d163a610886b23c0a6a68dcbf7c3212
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57.1 MB | Preview Download |
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md5:7f0886530fbce8d91412e62ec37c9d38
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466.7 MB | Preview Download |
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md5:12665b132335b2d90593c9360715d678
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md5:51f4d89fef9b32232a3a766db20d269f
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md5:b4a4ad3e54fd137a58ec5024f6099205
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474.9 MB | Preview Download |
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md5:1a7b7dfc707e07807ef4ceca2f7fa3b9
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8.8 MB | Preview Download |
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md5:ee82c96a675a90b85b538454bc0a9464
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10.7 MB | Preview Download |
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md5:f64cff4908dbfe87398e7ec09f3078e1
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1.3 MB | Preview Download |
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md5:0291c4b8ef0f9c9ee42184861b37c0f4
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2.4 MB | Preview Download |
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md5:f90191274d8c013e77df6d0b7a656cca
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2.1 MB | Preview Download |
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md5:715732a2a9974a5428915371859f17f6
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6.4 MB | Preview Download |
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md5:a96a8f1580d109a09228db3cbc958441
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12.3 MB | Preview Download |
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md5:9ad26aa7ccb32d07e4a0aea1b7a8b1be
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4.5 MB | Preview Download |
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md5:4272007de2895bddbc6e36161f93832c
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114.1 MB | Preview Download |
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md5:2c3c3da9d0bcc07a796d463de2b43792
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537.5 kB | Preview Download |
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md5:a716c3d9ace42db79f105eda8cf57e14
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878.9 kB | Preview Download |
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md5:502c142f94359cfe639cc98e59289743
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8.0 MB | Preview Download |
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1.4 MB | Preview Download |
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md5:a7e8e88f10ec8ff4129d6630b60251e9
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3.2 MB | Preview Download |
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md5:d6b2d13ceca5191e7c5e763d88bc7d21
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128.6 MB | Preview Download |
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md5:601f2b61718808c978b87cb912004d08
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45.5 MB | Preview Download |
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md5:5a4089b4c1d4629edb573ebf4c4b4e10
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2.5 MB | Preview Download |
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md5:fb827fb77b88a9a1bfea521f78c878da
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14.1 MB | Preview Download |
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md5:23b4844500ef2ce979cc52cd10b2e06e
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1.5 MB | Preview Download |
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md5:e1fa52f23571b8c8c18ba9c7ef443857
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1.9 MB | Preview Download |
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md5:f9abeeed207a45ea52ff8ed6a286207a
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3.6 MB | Preview Download |
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md5:acc5f103724f72ac33bf5ce5607d6498
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3.2 MB | Preview Download |
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md5:19ec2313c4ca8daf3a49979438dc27e6
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2.0 MB | Preview Download |
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md5:dc3c58174e20c2869493c9353aeadd61
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78.6 MB | Preview Download |
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md5:cd9db5eb48fb2780f8719ac765f542f5
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2.3 MB | Preview Download |
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md5:97c3ab637c3254d6004f18be6089e3ba
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837.6 kB | Preview Download |
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md5:47e4d383b7ab47b2055407bf6629c89b
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2.7 MB | Preview Download |
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md5:5670c26fe723f7ff05dbbdd0254aca4a
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992.4 kB | Preview Download |
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md5:66423e07eed541d4deed75aa57ed0ec1
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2.6 MB | Preview Download |
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md5:d5e0e0826c439371db6d7b5cbbb454f8
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5.3 MB | Preview Download |
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md5:d5bdb01188df7194f7428095539b95c0
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761.0 kB | Preview Download |
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md5:8e0a7c4e0c5343f5d92e44494a79a95b
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20.5 MB | Preview Download |
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md5:711a40438cd102bad023116581957e36
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252.6 MB | Preview Download |
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md5:2377ea1afd43a2108b2cf56b6cf97c07
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88.6 MB | Preview Download |
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md5:c9e2f8301ad2468c5cc970a1ea492d41
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21.1 MB | Preview Download |
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md5:92d024e8b50c0c15e0d3d05b5a4bf8f0
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91.2 MB | Preview Download |
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1.6 MB | Preview Download |
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md5:e3be37c608dca3c17411c5c55271deb9
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md5:9b21eed77e34c237d3a066c4387356b9
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md5:e81bcd52448cef5624b4743541065d24
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10.2 MB | Preview Download |
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md5:29069dbd9ef43dcb3aff4f06faaf2cf5
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2.7 MB | Preview Download |
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md5:42d93d6b4e273b093823bc8a43b200db
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12.0 MB | Preview Download |
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md5:56cbbd34ba284c0bf1661dc4d6e2acf2
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2.9 MB | Preview Download |
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md5:45cc6e617cf327cb624b88442b3d76bf
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3.6 MB | Preview Download |
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md5:c543dd27ce31b9b283f05ff693236887
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12.0 MB | Preview Download |
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md5:d3868c2fb7e5827a1c0d2d973d4d2cf3
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2.8 MB | Preview Download |
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md5:f72642700eea239fee862f20312eff56
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md5:7411b696f3178daedc30a8f5c73ac9f2
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2.8 MB | Preview Download |
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md5:934b7fd6af2177559e73d5391d8dd27e
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44.5 MB | Preview Download |
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md5:1d42801b5dd48fa0e8c2643117bf55c5
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52.6 MB | Preview Download |
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md5:35ec272136364754e7f8fcc12585cf79
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13.6 MB | Preview Download |
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md5:30117341a418fe1fb8e6692f5834c727
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54.6 MB | Preview Download |
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md5:02cb31974d93aea0811f2148427ccdcf
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26.1 MB | Preview Download |
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md5:db98678b035ce56662cf2fdf852fa3b7
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21.5 MB | Preview Download |
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md5:9690cdf9e71b004b3a5419aa6ba82e67
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md5:2af4654730e594f61e0958d0fa597797
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3.9 MB | Preview Download |
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md5:1d30c13fe4d047759d1fea0cee340ab6
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2.4 MB | Preview Download |
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md5:c76f66981e3ab03bc2e247a2463f256f
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12.2 MB | Preview Download |
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md5:353563dfa9a5d57a4b3bb3f822531ece
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md5:1f301fa74161419092e2918efd936398
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18.1 MB | Preview Download |
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md5:95c1fcec4da5ba2005ba6ea179bb659b
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33.3 MB | Preview Download |
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md5:35225c075468b6089111eccab013ebd7
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md5:96c34062c0502b274d0b1a5bba911c5b
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18.2 MB | Preview Download |
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md5:86af8f9846e22ce2c96a285dd0baeba6
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14.9 MB | Preview Download |
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md5:3eef4b46ed03d7718b3b1b048ac881b2
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md5:68fb105fa1ac1d8968e04dbd5ec04944
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md5:921284350d73979aa00397482f2fedf5
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md5:727860234c09f2d0d6c075ca49b80dd3
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md5:b0463874af291ac2f54736c238475989
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22.4 MB | Preview Download |
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md5:dd72db44c74326e276b411edd494b730
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14.8 MB | Preview Download |
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md5:3622573584adca26fd0f465dbbe9867e
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md5:1eadb84ebd85a472d190b3ccdb4d5d97
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6.3 MB | Preview Download |
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md5:95003deb56223fff771e0a54e6025121
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md5:1443fe5a0081f271d78e254a462852f4
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17.3 MB | Preview Download |
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md5:6e872e9dee531eeee48e4415ec49289e
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md5:022b0ca0965e8412317c2717e0aa279f
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md5:214880addd0a5e12a7af48e4571cf493
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md5:adc52d0563ddc09d722c941899052b31
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md5:cf936e6046d715153e4d76815ea4a3bb
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md5:8bb6e08a6b9724eedd8742a550193b14
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md5:66ab4a2b1b9eade9a3dacc66444d5631
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md5:e7d0390353af42bd9b8b038495dd74b0
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md5:2d7a7db7b09b491e06728afaef73180f
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md5:38d42bf214daf0aabaae979cda3291c3
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md5:9781e36935429cd62d3efb7b383c21e4
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md5:516ecd23ea015f2584cdf3d4c0ea1d4b
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6.8 MB | Preview Download |
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md5:3f8ab1453c691c5a474460e7dda6fcf7
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67.1 MB | Preview Download |
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md5:765973b9d4a75360a54af0990433444a
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md5:d1c1683f4c2aca4e00684ffb80523799
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25.9 MB | Preview Download |
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md5:571b4b3bab082921d4bbfa240a627a06
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md5:8d72b6077f2c4245e09b9e0c0fe3136f
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md5:4af5413b340c369725742401b80b3246
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md5:22bcacb33b6fe77f9588dddeed5a57d0
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md5:1b437856de7ff5fe0f5e61f398f65be1
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134.5 MB | Preview Download |
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md5:dde35dfc4f14028de8dc2de8dadcff69
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19.0 MB | Preview Download |
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md5:1aa4a365318b36a93fdbb1e6d708f12a
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md5:91fbcd480377413d6be3d17fe2e3f3eb
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md5:da02c470a9cb6aa6cfd5987cb91b0dc5
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md5:056518f540e42632a82be09c19f57542
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md5:a01cbb174dba308682919eaa3324bdb5
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md5:1f5a3f657e3f1b5952fa7579d37c5f55
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md5:f4b1ff2ea952def8bc21083ea178ef1d
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md5:1f0b44931e14438ef1f4259862d8d0cd
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md5:f003fee2bd84a63d30c2e980be02649f
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md5:5fd7332816089e21bcda564de14f5e96
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md5:2b5f958106cf2cb137c5ff7e705ce2c2
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md5:309dd228d3dd438b915165265c4bffb6
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md5:81bc572b1d9a2524cae4b52e471a9af2
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md5:f8605131f63579540c3ea6225b1433ae
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Additional details
References
- LYON19, https://lyon19.grand-challenge.org
- Swiderska-Chadaj, Zaneta, et al. "Learning to detect lymphocytes in immunohistochemistry with deep learning." Medical Image Analysis (2019): 101547.