From b877ec0eacb613d99384507be6c068bb6c12f6db Mon Sep 17 00:00:00 2001 From: MAI Tan Ha Date: Thu, 10 Apr 2025 10:30:18 +0800 Subject: [PATCH 1/7] Update README.md Correct the size of TinyImageNet image --- README.md | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index 7c35a80..2e11e91 100644 --- a/README.md +++ b/README.md @@ -147,7 +147,7 @@ data = pickle.load(open("clmicro_imagenet10_train.pkl", "rb")) * `names`: The list of filenames strings. This filenames are same as the ones in MicroImageNet10 -* `images`: A `numpy.ndarray` of size (32, 32, 3) representing the image data with 3 channels, 32*32 resolution. +* `images`: A `numpy.ndarray` of size (32, 32, 3) representing the image data with 3 channels, 64*64 resolution. * `ord_labels`: The ordinary labels of the images, and they are labeled from 0 to 9 as follows: @@ -168,7 +168,7 @@ data = pickle.load(open("clmicro_imagenet10_train.pkl", "rb")) Human Intelligence Task (HIT) is the unit of works in Amazon mTurk. We have several designs to make the submission page friendly: -* Enlarge the tiny 32\*32 pixels images to 200\*200 pixels for clarity. +* Enlarge the tiny 64\*64 pixels images to 200\*200 pixels for clarity. ## CLMicroImageNet20 @@ -193,7 +193,7 @@ data = pickle.load(open("clmicro_imagenet20_train.pkl", "rb")) * `names`: The list of filenames strings. This filenames are same as the ones in MicroImageNet20 -* `images`: A `numpy.ndarray` of size (32, 32, 3) representing the image data with 3 channels, 32*32 resolution. +* `images`: A `numpy.ndarray` of size (32, 32, 3) representing the image data with 3 channels, 64*64 resolution. * `ord_labels`: The ordinary labels of the images, and they are labeled from 0 to 19 as follows: @@ -224,7 +224,7 @@ data = pickle.load(open("clmicro_imagenet20_train.pkl", "rb")) Human Intelligence Task (HIT) is the unit of works in Amazon mTurk. We have several designs to make the submission page friendly: -* Enlarge the tiny 32\*32 pixels images to 200\*200 pixels for clarity. +* Enlarge the tiny 64\*64 pixels images to 200\*200 pixels for clarity. ### Worker IDs From 2cc6f877200ac2a9241d35a6a03c200150bc6404 Mon Sep 17 00:00:00 2001 From: MAI Tan Ha Date: Thu, 10 Apr 2025 18:11:24 +0800 Subject: [PATCH 2/7] Create design-layout-mturk.html Update the design layout for all of the tasks on Amazon Mturk --- design-layout-mturk.html | 436 +++++++++++++++++++++++++++++++++++++++ 1 file changed, 436 insertions(+) create mode 100644 design-layout-mturk.html diff --git a/design-layout-mturk.html b/design-layout-mturk.html new file mode 100644 index 0000000..b14274a --- /dev/null +++ b/design-layout-mturk.html @@ -0,0 +1,436 @@ + + + + + + +
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Problem 1

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Problem 2

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+ Links to all the problems:
+ problem 1
+ problem 2
+ problem 3
+ problem 4
+ problem 5
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+ problem 7
+ problem 8
+ problem 9
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+ + + From b6cd67efc8fe322f56a5f4cb039a7ef594ac49e2 Mon Sep 17 00:00:00 2001 From: MAI Tan Ha Date: Thu, 10 Apr 2025 18:55:03 +0800 Subject: [PATCH 3/7] Delete LICENSE Anonymous for TMLR review --- LICENSE | 21 --------------------- 1 file changed, 21 deletions(-) delete mode 100644 LICENSE diff --git a/LICENSE b/LICENSE deleted file mode 100644 index 34ecf5c..0000000 --- a/LICENSE +++ /dev/null @@ -1,21 +0,0 @@ -MIT License - -Copyright (c) 2023 NTUCSIE CLLab - -Permission is hereby granted, free of charge, to any person obtaining a copy -of this software and associated documentation files (the "Software"), to deal -in the Software without restriction, including without limitation the rights -to use, copy, modify, merge, publish, distribute, sublicense, and/or sell -copies of the Software, and to permit persons to whom the Software is -furnished to do so, subject to the following conditions: - -The above copyright notice and this permission notice shall be included in all -copies or substantial portions of the Software. - -THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR -IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, -FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE -AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER -LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, -OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE -SOFTWARE. From 516270b40685e5a1354f332f4fc8650c30a9caec Mon Sep 17 00:00:00 2001 From: MAI Tan Ha Date: Tue, 22 Apr 2025 17:05:29 +0800 Subject: [PATCH 4/7] Add files via upload Publishing annotator IDs and annotator time. --- .../clmin10_annotatorID_annotatorTime.csv | 1501 +++++++++++++++++ 1 file changed, 1501 insertions(+) create mode 100644 worker_ids/clmin10_annotatorID_annotatorTime.csv diff --git a/worker_ids/clmin10_annotatorID_annotatorTime.csv b/worker_ids/clmin10_annotatorID_annotatorTime.csv new file mode 100644 index 0000000..cacbf64 --- /dev/null +++ b/worker_ids/clmin10_annotatorID_annotatorTime.csv @@ -0,0 +1,1501 @@ +HITId,WorkerId,WorkTimeInSeconds,InstancIds +74da58deea8f346671c3b0a1d0bef6e320eebee0,5175bbb0c623c6452b04b8f89a19fd3b9c22f8ab,249,"n02963159_285.JPEG, n04133789_390.JPEG, n04456115_424.JPEG, n02769748_220.JPEG, n02963159_56.JPEG, n03706229_1.JPEG, n02963159_203.JPEG, n03838899_174.JPEG, n02963159_367.JPEG, n03706229_447.JPEG" 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tasks. +This repo contains four datasets: CLCIFAR10, CLCIFAR20, CLMicroImageNet10, and CLMicroImageNet20 with human-annotated complementary labels for complementary label learning tasks. -TL;DR: the download links to CLCIFAR and CLMicroImageNet dataset +TL;DR: the download links to CLCIFAR and CLMicroImageNet datasets * CLCIFAR10: [clcifar10.pkl](https://drive.google.com/file/d/1uNLqmRUkHzZGiSsCtV2-fHoDbtKPnVt2/view?usp=sharing) (148MB) * CLCIFAR20: [clcifar20.pkl](https://drive.google.com/file/d/1PhZsyoi1dAHDGlmB4QIJvDHLf_JBsFeP/view?usp=sharing) (151MB) * CLMicroImageNet10 Train: [clmicro_imagenet10_train.pkl](https://drive.google.com/file/d/1k02mwMpnBUM9de7TiJLBaCuS8myGuYFx/view?usp=sharing) (55MB) @@ -15,7 +15,7 @@ TL;DR: the download links to CLCIFAR and CLMicroImageNet dataset ## Reproduce Code -The python version should be 3.8.10 or above. +The Python version should be 3.8.10 or above. ```bash pip3 install -r requirement.txt @@ -24,9 +24,9 @@ bash run.sh ## CLCIFAR10 -This Complementary labeled CIFAR10 dataset contains 3 human annotated complementary labels for all 50000 images in the training split of CIFAR10. The workers are from Amazon Mechanical Turk(https://www.mturk.com). We randomly sampled 4 different labels for 3 different annotators, so each image would have 3 (probably repeated) complementary labels. +This complementary labeled CIFAR10 dataset contains 3 human-annotated complementary labels for all 50,000 images in the training split of CIFAR10. The workers are from Amazon Mechanical Turk(https://www.mturk.com). We randomly sampled 4 different labels for 3 different annotators, so each image would have 3 (probably repeated) complementary labels. -For more details, please visit our paper at link. +For more details, please visit our paper at the link. ### Dataset Structure @@ -41,7 +41,7 @@ data = pickle.load(open("clcifar10.pkl", "rb")) `data` would be a dictionary object with four keys: `names`, `images`, `ord_labels`, `cl_labels`. -* `names`: The list of filenames strings. This filenames are same as the ones in CIFAR10 +* `names`: The list of filenames as strings. These filenames are the same as the ones in CIFAR10 * `images`: A `numpy.ndarray` of size (32, 32, 3) representing the image data with 3 channels, 32*32 resolution. @@ -62,7 +62,7 @@ data = pickle.load(open("clcifar10.pkl", "rb")) ### HIT Design -Human Intelligence Task (HIT) is the unit of works in Amazon mTurk. We have several designs to make the submission page friendly: +Human Intelligence Task (HIT) is the unit of work in Amazon mTurk. We have several designs to make the submission page friendly: * Enlarge the tiny 32\*32 pixels images to 200\*200 pixels for clarity. @@ -70,7 +70,7 @@ Human Intelligence Task (HIT) is the unit of works in Amazon mTurk. We have seve ## CLCIFAR20 -This Complementary labeled CIFAR100 dataset contains 3 human annotated complementary labels for all 50000 images in the training split of CIFAR100. We group 4-6 categories as a superclass according to [[1]](https://arxiv.org/abs/2110.12088) and collect the complementary labels of these 20 superclasses. The workers are from Amazon Mechanical Turk(https://www.mturk.com). We randomly sampled 4 different labels for 3 different annotators, so each image would have 3 (probably repeated) complementary labels. +This complementary labeled CIFAR100 dataset contains 3 human-annotated complementary labels for all 50,000 images in the training split of CIFAR100. We group 4-6 categories as a superclass according to [[1]](https://arxiv.org/abs/2110.12088) and collect the complementary labels of these 20 superclasses. The workers are from Amazon Mechanical Turk(https://www.mturk.com). We randomly sampled 4 different labels for 3 different annotators, so each image would have 3 (probably repeated) complementary labels. ### Dataset Structure @@ -85,7 +85,7 @@ data = pickle.load(open("clcifar20.pkl", "rb")) `data` would be a dictionary object with four keys: `names`, `images`, `ord_labels`, `cl_labels`. -* `names`: The list of filenames strings. This filenames are same as the ones in CIFAR20 +* `names`: The list of filenames as strings. These filenames arethe same as the ones in CIFAR20 * `images`: A `numpy.ndarray` of size (32, 32, 3) representing the image data with 3 channels, 32*32 resolution. @@ -116,19 +116,19 @@ data = pickle.load(open("clcifar20.pkl", "rb")) ### HIT Design -Human Intelligence Task (HIT) is the unit of works in Amazon mTurk. We have several designs to make the submission page friendly: +Human Intelligence Task (HIT) is the unit of work in Amazon mTurk. We have several designs to make the submission page friendly: -* Hyperlink to all the 10 problems that decrease the scrolling time -* Example images of the superclasses for better understanding of the categories +* Hyperlink to all 10 problems that decrease the scrolling time +* Example images of the superclasses for a better understanding of the categories * Enlarge the tiny 32\*32 pixels images to 200\*200 pixels for clarity. ![](https://i.imgur.com/wg5pV2S.mp4) ## CLMicroImageNet10 -This Complementary labeled MicroImageNet10 dataset contains 3 human annotated complementary labels for all 5000 images in the training split of TinyImageNet200. The workers are from Amazon Mechanical Turk(https://www.mturk.com). We randomly sampled 4 different labels for 3 different annotators, so each image would have 3 (probably repeated) complementary labels. +This complementary labeled MicroImageNet10 dataset contains 3 human-annotated complementary labels for all 5,000 images in the training split of TinyImageNet200. The workers are from Amazon Mechanical Turk(https://www.mturk.com). We randomly sampled 4 different labels for 3 different annotators, so each image would have 3 (probably repeated) complementary labels. -For more details, please visit our paper at link. +For more details, please visit our paper at the link. ### Dataset Structure @@ -145,7 +145,7 @@ data = pickle.load(open("clmicro_imagenet10_train.pkl", "rb")) `data` would be a dictionary object with four keys: `names`, `images`, `ord_labels`, `cl_labels`. -* `names`: The list of filenames strings. This filenames are same as the ones in MicroImageNet10 +* `names`: The list of filenames as strings. These filenames are the same as the ones in MicroImageNet10 * `images`: A `numpy.ndarray` of size (32, 32, 3) representing the image data with 3 channels, 64*64 resolution. @@ -166,15 +166,15 @@ data = pickle.load(open("clmicro_imagenet10_train.pkl", "rb")) ### HIT Design -Human Intelligence Task (HIT) is the unit of works in Amazon mTurk. We have several designs to make the submission page friendly: +Human Intelligence Task (HIT) is the unit of work in Amazon mTurk. We have several designs to make the submission page friendly: * Enlarge the tiny 64\*64 pixels images to 200\*200 pixels for clarity. ## CLMicroImageNet20 -This Complementary labeled MicroImageNet20 dataset contains 3 human annotated complementary labels for all 10000 images in the training split of TinyImageNet200. The workers are from Amazon Mechanical Turk(https://www.mturk.com). We randomly sampled 4 different labels for 3 different annotators, so each image would have 3 (probably repeated) complementary labels. +This complementary labeled MicroImageNet20 dataset contains 3 human-annotated complementary labels for all 10,000 images in the training split of TinyImageNet200. The workers are from Amazon Mechanical Turk(https://www.mturk.com). We randomly sampled 4 different labels for 3 different annotators, so each image would have 3 (probably repeated) complementary labels. -For more details, please visit our paper at link. +For more details, please visit our paper at the link. ### Dataset Structure @@ -191,7 +191,7 @@ data = pickle.load(open("clmicro_imagenet20_train.pkl", "rb")) `data` would be a dictionary object with four keys: `names`, `images`, `ord_labels`, `cl_labels`. -* `names`: The list of filenames strings. This filenames are same as the ones in MicroImageNet20 +* `names`: The list of filenames as strings. These filenames are the same as the ones in MicroImageNet20 * `images`: A `numpy.ndarray` of size (32, 32, 3) representing the image data with 3 channels, 64*64 resolution. @@ -222,13 +222,13 @@ data = pickle.load(open("clmicro_imagenet20_train.pkl", "rb")) ### HIT Design -Human Intelligence Task (HIT) is the unit of works in Amazon mTurk. We have several designs to make the submission page friendly: +Human Intelligence Task (HIT) is the unit of work in Amazon mTurk. We have several designs to make the submission page friendly: * Enlarge the tiny 64\*64 pixels images to 200\*200 pixels for clarity. ### Worker IDs -We are also sharing the list of worker IDs that contributed to labeling our CLImage_Dataset. To protect the privacy of the worker IDs, we hashed the original *worker IDs* using SHA-1 encryption. For further details, please refer to the **worker_ids** folder, which contains the worker IDs for each dataset. +We have published the list of _worker IDs_ for all contributors who helped label the CLImage_Dataset. To protect their privacy, each original worker ID has been hashed using the **SHA‑1** algorithm. We have also included the annotation durations (_worktimeinseconds_) so that users can see how long each image labeling task took. For more details, please refer to the **worker_ids** folder, which contains the hashed IDs and timing information for each dataset. ### Reference From 1e5e91b3f4e4fd0854ee4c1aa76336c5a7f3492a Mon Sep 17 00:00:00 2001 From: MAI Tan Ha Date: Tue, 22 Apr 2025 17:26:47 +0800 Subject: [PATCH 6/7] Update clmin10_annotatorID_annotatorTime.csv Correct header of table --- worker_ids/clmin10_annotatorID_annotatorTime.csv | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/worker_ids/clmin10_annotatorID_annotatorTime.csv b/worker_ids/clmin10_annotatorID_annotatorTime.csv index cacbf64..c5947dc 100644 --- a/worker_ids/clmin10_annotatorID_annotatorTime.csv +++ b/worker_ids/clmin10_annotatorID_annotatorTime.csv @@ -1,4 +1,4 @@ -HITId,WorkerId,WorkTimeInSeconds,InstancIds +HITId,WorkerId,WorkTimeInSeconds,InstanceIds 74da58deea8f346671c3b0a1d0bef6e320eebee0,5175bbb0c623c6452b04b8f89a19fd3b9c22f8ab,249,"n02963159_285.JPEG, n04133789_390.JPEG, n04456115_424.JPEG, n02769748_220.JPEG, n02963159_56.JPEG, n03706229_1.JPEG, n02963159_203.JPEG, n03838899_174.JPEG, n02963159_367.JPEG, n03706229_447.JPEG" 74da58deea8f346671c3b0a1d0bef6e320eebee0,8327a817d5bcc230f35e9bdcdefa503ca9d1ee1b,140,"n02963159_285.JPEG, n04133789_390.JPEG, n04456115_424.JPEG, n02769748_220.JPEG, n02963159_56.JPEG, n03706229_1.JPEG, n02963159_203.JPEG, n03838899_174.JPEG, n02963159_367.JPEG, n03706229_447.JPEG" 74da58deea8f346671c3b0a1d0bef6e320eebee0,c20b9a16dc76249d3ede03a217da69c9d89fb770,190,"n02963159_285.JPEG, n04133789_390.JPEG, n04456115_424.JPEG, n02769748_220.JPEG, n02963159_56.JPEG, n03706229_1.JPEG, n02963159_203.JPEG, n03838899_174.JPEG, n02963159_367.JPEG, n03706229_447.JPEG" From 0e094108ceaeb0706072cf30180722dcb81b4794 Mon Sep 17 00:00:00 2001 From: MAI Tan Ha Date: Tue, 22 Apr 2025 18:01:25 +0800 Subject: [PATCH 7/7] Update README.md Update the content of README --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 2d89db6..71b5bff 100644 --- a/README.md +++ b/README.md @@ -228,7 +228,7 @@ Human Intelligence Task (HIT) is the unit of work in Amazon mTurk. We have sever ### Worker IDs -We have published the list of _worker IDs_ for all contributors who helped label the CLImage_Dataset. To protect their privacy, each original worker ID has been hashed using the **SHA‑1** algorithm. We have also included the annotation durations (_worktimeinseconds_) so that users can see how long each image labeling task took. For more details, please refer to the **worker_ids** folder, which contains the hashed IDs and timing information for each dataset. +We have published the list of _worker IDs_ for all contributors who helped label the CLImage_Dataset. To safeguard privacy, we have hashed both the original **worker IDs** and **HITIds** using the **SHA‑1** algorithm. We’ve also included the annotation durations (_worktimeinseconds_) so users can see how long each image‑labeling task took. For full details, please refer to the **worker_ids** folder, which contains the hashed identifiers and timing data for each dataset. ### Reference