Changes

On December 2, 2024 at 5:44:25 PM UTC, admin:
Changed title to PASCAL VOC 2012 (previously Pascal VOC 2012)
Updated description of PASCAL VOC 2012 from
The Pascal VOC 2012 dataset consists of images with object detection and segmentation annotations, used for evaluating segmentation models.
to
Semantic segmentation with the goal to assign semantic labels to every pixel in an image is one of the fundamental topics in computer vision. Deep convolutional neural networks based on the Fully Convolutional Neural Network show striking improvement over systems relying on hand-crafted features on benchmark tasks.
Added the following tags to PASCAL VOC 2012
Changed value of field defined_in to https://doi.org/10.48550/arXiv.2403.01818 in PASCAL VOC 2012
Changed value of field extra_authors to [{'extra_author': 'Luc Van Gool', 'orcid': ''}, {'extra_author': 'Christopher KI Williams', 'orcid': ''}, {'extra_author': 'John Winn', 'orcid': ''}, {'extra_author': 'Andrew Zisserman', 'orcid': ''}] in PASCAL VOC 2012
Changed value of field citation to ['https://doi.org/10.1109/TMM.2022.3157481', 'https://doi.org/10.48550/arXiv.2304.06957', 'https://doi.org/10.48550/arXiv.2407.12217', 'https://doi.org/10.48550/arXiv.2106.04723', 'https://doi.org/10.48550/arXiv.2308.01127', 'https://doi.org/10.48550/arXiv.2010.07930', 'https://doi.org/10.48550/arXiv.1812.04945', 'https://doi.org/10.48550/arXiv.2403.01326', 'https://doi.org/10.48550/arXiv.2212.07629', 'https://doi.org/10.48550/arXiv.1807.10712', 'https://doi.org/10.48550/arXiv.2208.11499', 'https://doi.org/10.1109/TIP.2021.3088605', 'https://doi.org/10.48550/arXiv.2210.12417', 'https://doi.org/10.48550/arXiv.1911.11512', 'https://doi.org/10.1109/CVPR.2015.7299025', 'https://doi.org/10.48550/arXiv.1705.08280', 'https://doi.org/10.48550/arXiv.1802.09129', 'https://doi.org/10.48550/arXiv.2011.14150', 'https://doi.org/10.48550/arXiv.2404.18891', 'https://doi.org/10.48550/arXiv.1803.10464', 'https://doi.org/10.48550/arXiv.1908.05195', 'https://doi.org/10.48550/arXiv.1909.12513', 'https://doi.org/10.48550/arXiv.2007.09690', 'https://doi.org/10.48550/arXiv.1804.01346', 'https://doi.org/10.48550/arXiv.1904.07642', 'https://doi.org/10.48550/arXiv.1810.07050', 'https://doi.org/10.48550/arXiv.2204.02078', 'https://doi.org/10.48550/arXiv.1701.00352', 'https://doi.org/10.48550/arXiv.2405.11574', 'https://doi.org/10.48550/arXiv.1701.06772', 'https://doi.org/10.48550/arXiv.1509.02634', 'https://doi.org/10.1145/3269206.3271672', 'https://doi.org/10.48550/arXiv.1802.07934', 'https://doi.org/10.48550/arXiv.2103.01795', 'https://doi.org/10.48550/arXiv.2303.16322'] in PASCAL VOC 2012
Changed value of field landing_page to https://www.pascal-voc.org/ in PASCAL VOC 2012
Deleted resource Original Metadata from PASCAL VOC 2012
              
    
          
          
        
        
            f 1 { f 1 {
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            3   "author": "Mark Everingham", 3   "author": "Mark Everingham",
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            10   "doi_publisher": "TIB", 46   "doi_publisher": "TIB",
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            13   "extra_authors": [ 49   "extra_authors": [
            14     { 50     {
            n n 51       "extra_author": "Luc Van Gool",
            52       "orcid": ""
            53     },
            54     {
            55       "extra_author": "Christopher KI Williams",
            56       "orcid": ""
            57     },
            58     {
            15       "extra_author": "John Winn", 59       "extra_author": "John Winn",
            16       "orcid": "" 60       "orcid": ""
            17     }, 61     },
            18     { 62     {
            n 19       "extra_author": "I. Williams", n 63       "extra_author": "Andrew Zisserman",
            20       "orcid": "" 
            21     }, 
            22     { 
            23       "extra_author": "Luc Van Gool", 
            24       "orcid": "" 64       "orcid": ""
            25     } 65     }
            26   ], 66   ],
            n 27   "groups": [], n 67   "groups": [
            68     {
            69       "description": "",
            70       "display_name": "Image Classification",
            71       "id": "18b77292-26aa-4caf-89ed-cbd35fa60474",
            72       "image_display_url": "",
            73       "name": "image-classification",
            74       "title": "Image Classification"
            75     },
            76     {
            77       "description": "",
            78       "display_name": "Image Difficulty",
            79       "id": "659206b0-8c36-4a00-a1ca-8a2d447c994b",
            80       "image_display_url": "",
            81       "name": "image-difficulty",
            82       "title": "Image Difficulty"
            83     },
            84     {
            85       "description": "",
            86       "display_name": "Image Recognition",
            87       "id": "42c0f83b-b61c-4bbd-a704-133e4e4a0c15",
            88       "image_display_url": "",
            89       "name": "image-recognition",
            90       "title": "Image Recognition"
            91     },
            92     {
            93       "description": "",
            94       "display_name": "Image Segmentation",
            95       "id": "7c8cc5f1-a9b2-4924-82ec-9e3aa3049a04",
            96       "image_display_url": "",
            97       "name": "image-segmentation",
            98       "title": "Image Segmentation"
            99     },
            100     {
            101       "description": "",
            102       "display_name": "Instance Segmentation",
            103       "id": "f856527a-3d35-4c73-8c09-bf3f4a3bbb9f",
            104       "image_display_url": "",
            105       "name": "instance-segmentation",
            106       "title": "Instance Segmentation"
            107     },
            108     {
            109       "description": "",
            110       "display_name": "Object Detection",
            111       "id": "ca2cb1af-d31c-49b0-a1dd-62b22f2b9e20",
            112       "image_display_url": "",
            113       "name": "object-detection",
            114       "title": "Object Detection"
            115     },
            116     {
            117       "description": "",
            118       "display_name": "Object Segmentation",
            119       "id": "da2dd0b7-d324-469d-92f8-0af74e1a1bae",
            120       "image_display_url": "",
            121       "name": "object-segmentation",
            122       "title": "Object Segmentation"
            123     },
            124     {
            125       "description": "",
            126       "display_name": "Semantic Image Segmentation",
            127       "id": "158ad1b6-c106-4fea-9699-a66141bd23b6",
            128       "image_display_url": "",
            129       "name": "semantic-image-segmentation",
            130       "title": "Semantic Image Segmentation"
            131     },
            132     {
            133       "description": "",
            134       "display_name": "Semantic Segmentation",
            135       "id": "8c3f2eee-f5f9-464d-9c0a-1a5e7a925c0e",
            136       "image_display_url": "",
            137       "name": "semantic-segmentation",
            138       "title": "Semantic Segmentation"
            139     }
            140   ],
            28   "id": "47197a0a-5097-46d2-a4e5-bdac1904169e", 141   "id": "47197a0a-5097-46d2-a4e5-bdac1904169e",
            29   "isopen": false, 142   "isopen": false,
            n 30   "landing_page": "http://host.robots.ox.ac.uk/pascal/VOC/voc2012/", n 143   "landing_page": "https://www.pascal-voc.org/",
            31   "license_title": null, 144   "license_title": null,
            32   "link_orkg": "", 145   "link_orkg": "",
            33   "metadata_created": "2024-11-25T14:20:25.682922", 146   "metadata_created": "2024-11-25T14:20:25.682922",
            n 34   "metadata_modified": "2024-11-25T14:33:38.552329", n 147   "metadata_modified": "2024-12-02T17:44:24.183587",
            35   "name": "pascal-voc-2012", 148   "name": "pascal-voc-2012",
            n 36   "notes": "The Pascal VOC 2012 dataset consists of images with object  n 149   "notes": "Semantic segmentation with the goal to assign semantic 
            37 detection and segmentation annotations, used for evaluating  150 labels to every pixel in an image is one of the fundamental topics in 
            38 segmentation models.", 151 computer vision. Deep convolutional neural networks based on the Fully 
            152 Convolutional Neural Network show striking improvement over systems 
            153 relying on hand-crafted features on benchmark tasks.",
            39   "num_resources": 1, 154   "num_resources": 0,
            40   "num_tags": 0, 155   "num_tags": 36,
            41   "organization": { 156   "organization": {
            42     "approval_status": "approved", 157     "approval_status": "approved",
            43     "created": "2024-11-25T12:11:38.292601", 158     "created": "2024-11-25T12:11:38.292601",
            44     "description": "", 159     "description": "",
            45     "id": "079d46db-32df-4b48-91f3-0a8bc8f69559", 160     "id": "079d46db-32df-4b48-91f3-0a8bc8f69559",
            46     "image_url": "", 161     "image_url": "",
            47     "is_organization": true, 162     "is_organization": true,
            48     "name": "no-organization", 163     "name": "no-organization",
            49     "state": "active", 164     "state": "active",
            50     "title": "No Organization", 165     "title": "No Organization",
            51     "type": "organization" 166     "type": "organization"
            52   }, 167   },
            53   "owner_org": "079d46db-32df-4b48-91f3-0a8bc8f69559", 168   "owner_org": "079d46db-32df-4b48-91f3-0a8bc8f69559",
            54   "private": false, 169   "private": false,
            55   "relationships_as_object": [], 170   "relationships_as_object": [],
            56   "relationships_as_subject": [], 171   "relationships_as_subject": [],
            n 57   "resources": [ n 172   "resources": [],
            58     { 173   "services_used_list": "",
            59       "cache_last_updated": null, 
            60       "cache_url": null, 
            61       "created": "2024-11-25T15:30:26", 
            62       "data": [ 
            63         "dcterms:title", 
            64         "dcterms:accessRights", 
            65         "dcterms:creator", 
            66         "dcterms:description", 
            67         "dcterms:issued", 
            68         "dcterms:language", 
            69         "dcterms:identifier", 
            70         "dcat:theme", 
            71         "dcterms:type", 
            72         "dcat:keyword", 
            73         "dcat:landingPage", 
            74         "dcterms:hasVersion", 
            75         "dcterms:format", 
            76         "mls:task", 
            77         "datacite:isDescribedBy" 
            78       ], 
            79       "description": "The json representation of the dataset with its  
            80 distributions based on DCAT.", 
            81       "format": "JSON", 
            82       "hash": "", 
            83       "id": "61078ba9-093c-4ecb-9f6e-fa0d6d3932ce", 
            84       "last_modified": "2024-11-25T14:33:38.545269", 
            85       "metadata_modified": "2024-11-25T14:33:38.555326", 
            86       "mimetype": "application/json", 
            87       "mimetype_inner": null, 
            88       "name": "Original Metadata", 
            89       "package_id": "47197a0a-5097-46d2-a4e5-bdac1904169e", 
            90       "position": 0, 
            91       "resource_type": null, 
            92       "size": 843, 
            93       "state": "active", 174   "state": "active",
            94       "url":  175   "tags": [
            95 resource/61078ba9-093c-4ecb-9f6e-fa0d6d3932ce/download/metadata.json", 176     {
            96       "url_type": "upload" 177       "display_name": "20 object categories",
            178       "id": "db70e7c3-7e6f-4067-bd49-60b623afb3d9",
            179       "name": "20 object categories",
            180       "state": "active",
            181       "vocabulary_id": null
            182     },
            183     {
            184       "display_name": "CLIP-Driven Unsupervised Learning",
            185       "id": "94e026d8-5795-4625-a7e3-eafefa34bae3",
            186       "name": "CLIP-Driven Unsupervised Learning",
            187       "state": "active",
            188       "vocabulary_id": null
            189     },
            190     {
            191       "display_name": "CNN",
            192       "id": "66ec0da0-d205-4a39-90c6-bae7e7b1cbd6",
            193       "name": "CNN",
            194       "state": "active",
            195       "vocabulary_id": null
            196     },
            197     {
            198       "display_name": "Image Classification",
            199       "id": "418e2ddf-a1d3-42ac-ad05-156f79ca8e22",
            200       "name": "Image Classification",
            201       "state": "active",
            202       "vocabulary_id": null
            203     },
            204     {
            205       "display_name": "Image Recognition",
            206       "id": "2cc216cd-24af-483e-8e50-6fcd86cf89ac",
            207       "name": "Image Recognition",
            208       "state": "active",
            209       "vocabulary_id": null
            210     },
            211     {
            212       "display_name": "Image Segmentation",
            213       "id": "f5603951-aef2-4539-8066-15e72f32271b",
            214       "name": "Image Segmentation",
            215       "state": "active",
            216       "vocabulary_id": null
            217     },
            218     {
            219       "display_name": "Image classification",
            220       "id": "786db19f-59bd-48ee-96c8-dfff6df61746",
            221       "name": "Image classification",
            222       "state": "active",
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            225     {
            226       "display_name": "Image segmentation",
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            228       "name": "Image segmentation",
            229       "state": "active",
            230       "vocabulary_id": null
            231     },
            232     {
            233       "display_name": "Image-Level Annotations",
            234       "id": "d0c27741-849c-48eb-a419-f18b917cd42e",
            235       "name": "Image-Level Annotations",
            236       "state": "active",
            237       "vocabulary_id": null
            238     },
            239     {
            240       "display_name": "Instance Segmentation",
            241       "id": "b58d8dfe-1216-401d-8a2a-ceb09e07a013",
            242       "name": "Instance Segmentation",
            243       "state": "active",
            244       "vocabulary_id": null
            245     },
            246     {
            247       "display_name": "Multi-Label Image Classification",
            248       "id": "89a4734a-5bc7-4e6f-a83a-9b3ae552f2da",
            249       "name": "Multi-Label Image Classification",
            250       "state": "active",
            251       "vocabulary_id": null
            252     },
            253     {
            254       "display_name": "Multi-label",
            255       "id": "314d8fc1-5e9e-4917-87fe-57fcc87231de",
            256       "name": "Multi-label",
            257       "state": "active",
            258       "vocabulary_id": null
            259     },
            260     {
            261       "display_name": "Object Detection",
            262       "id": "44adc011-570b-46cf-9a65-ab72ca690477",
            263       "name": "Object Detection",
            264       "state": "active",
            265       "vocabulary_id": null
            266     },
            267     {
            268       "display_name": "Object Segmentation",
            269       "id": "64ca9c05-1123-404f-b679-7768b2ff55d2",
            270       "name": "Object Segmentation",
            271       "state": "active",
            272       "vocabulary_id": null
            273     },
            274     {
            275       "display_name": "Object detection",
            276       "id": "84a57b7d-e522-4fc2-9f65-9aeb121659f1",
            277       "name": "Object detection",
            278       "state": "active",
            279       "vocabulary_id": null
            280     },
            281     {
            282       "display_name": "PASCAL VOC",
            283       "id": "3e766559-0864-4d80-bfdf-e0796bb21ffb",
            284       "name": "PASCAL VOC",
            285       "state": "active",
            286       "vocabulary_id": null
            287     },
            288     {
            289       "display_name": "PASCAL VOC 2012",
            290       "id": "1e2d5e21-8f26-4251-94d7-7ba51b904dee",
            291       "name": "PASCAL VOC 2012",
            292       "state": "active",
            293       "vocabulary_id": null
            294     },
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            297       "id": "afba543e-f91f-4800-834e-77535c9e8dac",
            298       "name": "Segmentation",
            299       "state": "active",
            300       "vocabulary_id": null
            301     },
            302     {
            303       "display_name": "Semantic Segmentation",
            304       "id": "809ad6af-28cd-43bd-974d-055a5c0f2973",
            305       "name": "Semantic Segmentation",
            306       "state": "active",
            307       "vocabulary_id": null
            308     },
            309     {
            310       "display_name": "Semantic segmentation",
            311       "id": "ca545ae5-2da2-4e71-98b7-3268890347d1",
            312       "name": "Semantic segmentation",
            313       "state": "active",
            314       "vocabulary_id": null
            315     },
            316     {
            317       "display_name": "Unsupervised Learning",
            318       "id": "d4a075cd-c485-4953-839f-b41ab42004e1",
            319       "name": "Unsupervised Learning",
            320       "state": "active",
            321       "vocabulary_id": null
            322     },
            323     {
            324       "display_name": "VOC 2012",
            325       "id": "7c4ccb6e-68c3-473a-919d-d334c46dfb64",
            326       "name": "VOC 2012",
            327       "state": "active",
            328       "vocabulary_id": null
            329     },
            330     {
            331       "display_name": "Weakly Supervised Learning",
            332       "id": "3bf0db7d-8b83-4928-bc08-62c0e97f7dfd",
            333       "name": "Weakly Supervised Learning",
            334       "state": "active",
            335       "vocabulary_id": null
            336     },
            337     {
            338       "display_name": "Weakly Supervised Object Detection",
            339       "id": "840f017f-beed-40df-9992-20f82c05ff28",
            340       "name": "Weakly Supervised Object Detection",
            341       "state": "active",
            342       "vocabulary_id": null
            343     },
            344     {
            345       "display_name": "human annotations",
            346       "id": "9146145e-47ed-4658-afa0-64c7f607fe45",
            347       "name": "human annotations",
            348       "state": "active",
            349       "vocabulary_id": null
            350     },
            351     {
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            353       "id": "34936550-ce1a-41b5-8c58-23081a6c673d",
            354       "name": "image classification",
            355       "state": "active",
            356       "vocabulary_id": null
            357     },
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            359       "display_name": "image dataset",
            360       "id": "d3acafab-ad07-46a1-88d5-540c2fd41466",
            361       "name": "image dataset",
            362       "state": "active",
            363       "vocabulary_id": null
            364     },
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            368       "name": "image difficulty",
            369       "state": "active",
            370       "vocabulary_id": null
            371     },
            372     {
            373       "display_name": "image segmentation",
            374       "id": "7eaed78e-c73a-4929-a8c9-60265069f59a",
            375       "name": "image segmentation",
            376       "state": "active",
            377       "vocabulary_id": null
            378     },
            379     {
            380       "display_name": "instance segmentation",
            381       "id": "e74e609d-6e81-4b83-b74e-fa3dd8f185f4",
            382       "name": "instance segmentation",
            383       "state": "active",
            384       "vocabulary_id": null
            385     },
            386     {
            387       "display_name": "object detection",
            388       "id": "607283c7-9e12-4167-9101-7f8078fb6537",
            389       "name": "object detection",
            390       "state": "active",
            391       "vocabulary_id": null
            392     },
            393     {
            394       "display_name": "semantic segmentation",
            395       "id": "f9237911-e9df-4dd5-a9aa-301b6d4969af",
            396       "name": "semantic segmentation",
            397       "state": "active",
            398       "vocabulary_id": null
            399     },
            400     {
            401       "display_name": "visual search",
            402       "id": "20fdc56d-1a3f-4a93-8b18-75fcd3dff674",
            403       "name": "visual search",
            404       "state": "active",
            405       "vocabulary_id": null
            406     },
            407     {
            408       "display_name": "weak supervision",
            409       "id": "643fcc54-8fbf-4781-a52e-efb32bee2375",
            410       "name": "weak supervision",
            411       "state": "active",
            412       "vocabulary_id": null
            413     },
            414     {
            415       "display_name": "weakly supervised",
            416       "id": "72956467-0404-428c-a719-92da4113456d",
            417       "name": "weakly supervised",
            418       "state": "active",
            419       "vocabulary_id": null
            420     },
            421     {
            422       "display_name": "weakly-supervised",
            423       "id": "2674e7d5-8e21-40d9-8d6e-94fcd4cbee25",
            424       "name": "weakly-supervised",
            425       "state": "active",
            426       "vocabulary_id": null
            97     } 427     }
            98   ], 428   ],
            t 99   "services_used_list": "", t 
            100   "state": "active", 
            101   "tags": [], 
            102   "title": "Pascal VOC 2012", 429   "title": "PASCAL VOC 2012",
            103   "type": "dataset", 430   "type": "dataset",
            104   "version": "" 431   "version": ""
            105 } 432 }