{"id":36081,"date":"2025-10-18T21:27:24","date_gmt":"2025-10-18T19:27:24","guid":{"rendered":"https:\/\/www.graviton.at\/letterswaplibrary\/dataset-release-kanops-open-access-retail-scenes-c-10k-images-gated-evaluation\/"},"modified":"2025-10-18T21:27:24","modified_gmt":"2025-10-18T19:27:24","slug":"dataset-release-kanops-open-access-retail-scenes-c-10k-images-gated-evaluation","status":"publish","type":"post","link":"https:\/\/www.graviton.at\/letterswaplibrary\/dataset-release-kanops-open-access-retail-scenes-c-10k-images-gated-evaluation\/","title":{"rendered":"[Dataset Release] Kanops. Open Access Retail Scenes (c.10k Images, Gated Evaluation)"},"content":{"rendered":"<p><!-- SC_OFF --><\/p>\n<div class=\"md\">\n<p>We\u2019re releasing <strong>Kanops<\/strong>. <strong>Open Access \u00b7 Imagery (Retail Scenes v0)<\/strong>: a curated set of retail in store photographs (multi-retailer, multiple years, seasonal \u201cHalloween 2024\u201d), intended for tasks like shelf\/fixture detection, planogram reasoning, and merchandising classification alongside many other use cases, such as spatial awareness and detection and other use cases we haven&#8217;t thought of.<\/p>\n<p>Our first dataset attempt! <\/p>\n<p>Part of a 1m strong image dataset in totality. <\/p>\n<ul>\n<li><strong>Size:<\/strong> ~10.8k images (v0)<\/li>\n<li><strong>Format:<\/strong> folder-per-retailer\/category; MANIFEST.csv, metadata.csv, checksums.sha256<\/li>\n<li><strong>Privacy:<\/strong> all identifiable faces blurred; EXIF\/IPTC owner\/terms embedded<\/li>\n<li><strong>License:<\/strong> <strong>evaluation-only<\/strong> (no redistribution of images or model weights derived exclusively from this data)<\/li>\n<li><strong>Access:<\/strong> gated on HF (quick request form)<\/li>\n<\/ul>\n<p><strong>Hugging Face:<\/strong> <a href=\"https:\/\/huggingface.co\/datasets\/dresserman\/kanops-open-access-imagery\">https:\/\/huggingface.co\/datasets\/dresserman\/kanops-open-access-imagery<\/a><\/p>\n<p>(quiick load after access granted) <\/p>\n<p><strong># pip install datasets<\/strong><\/p>\n<p><strong>from datasets import load_dataset<\/strong><\/p>\n<p><strong>ds = load_dataset(&#8220;imagefolder&#8221;, data_dir=&#8221;hf:\/\/datasets\/dresserman\/kanops-open-access-imagery\/train&#8221;)<\/strong><\/p>\n<p><strong>print(len(ds[&#8220;train&#8221;]))<\/strong><\/p>\n<p><strong>Contact:<\/strong> HF Discussions on the dataset card or DM <a href=\"https:\/\/www.reddit.com\/u\/malctucker\">u\/malctucker<\/a><\/p>\n<\/div>\n<p><!-- SC_ON -->   submitted by   <a href=\"https:\/\/www.reddit.com\/user\/malctucker\"> \/u\/malctucker <\/a> <br \/> <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1oa3pqo\/dataset_release_kanops_open_access_retail_scenes\/\">[link]<\/a><\/span>   <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1oa3pqo\/dataset_release_kanops_open_access_retail_scenes\/\">[comments]<\/a><\/span><\/p><div class='watch-action'><div class='watch-position align-right'><div class='action-like'><a class='lbg-style1 like-36081 jlk' href='javascript:void(0)' data-task='like' data-post_id='36081' data-nonce='65e0e39b87' rel='nofollow'><img class='wti-pixel' src='https:\/\/www.graviton.at\/letterswaplibrary\/wp-content\/plugins\/wti-like-post\/images\/pixel.gif' title='Like' \/><span class='lc-36081 lc'>0<\/span><\/a><\/div><\/div> <div class='status-36081 status align-right'><\/div><\/div><div class='wti-clear'><\/div>","protected":false},"excerpt":{"rendered":"<p>We\u2019re releasing Kanops. Open Access \u00b7 Imagery (Retail Scenes v0): a curated set of retail in store&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[85],"tags":[],"class_list":["post-36081","post","type-post","status-publish","format-standard","hentry","category-datatards","wpcat-85-id"],"_links":{"self":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/36081","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/comments?post=36081"}],"version-history":[{"count":0,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/36081\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/media?parent=36081"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/categories?post=36081"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/tags?post=36081"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}