| { |
| "version": "v0.3.0", |
| "task": "multi-label image attributes", |
| "group": "content", |
| "labels": [ |
| "people", |
| "animals", |
| "nature", |
| "landscape", |
| "buildings", |
| "vehicles", |
| "food", |
| "text", |
| "handwriting", |
| "chart", |
| "diagram", |
| "table", |
| "map", |
| "logo-icon", |
| "formula", |
| "screen", |
| "artwork", |
| "instruments", |
| "furniture", |
| "aerial" |
| ], |
| "names": [ |
| "People", |
| "Animals", |
| "Plants", |
| "Landscape", |
| "Buildings / structures", |
| "Vehicles", |
| "Food", |
| "Text", |
| "Handwriting", |
| "Chart", |
| "Diagram", |
| "Table", |
| "Map", |
| "Logo / icon", |
| "Formula", |
| "Screen / UI", |
| "Artwork", |
| "Instruments", |
| "Furniture", |
| "Aerial" |
| ], |
| "definitions": { |
| "people": "one or more humans, or clearly human faces, hands or bodies", |
| "animals": "animals, birds, fish or insects", |
| "nature": "living green things: trees, plants, flowers, crops; not grass or a lawn as ground, not sea, sky or rocks (those are Landscape)", |
| "landscape": "an outdoor view of land, sea, sky, mountains, rocks, rivers or a city as a whole", |
| "buildings": "buildings, interiors where the room or its architecture is clearly visible, and other built structures: bridges, towers, dams, monuments, ruins", |
| "vehicles": "cars, bikes, trains, ships, planes or other vehicles", |
| "food": "food or drinks", |
| "text": "running text, sentences, lists or a page that make up a substantial part of the image; labels, captions, titles and signs don't count", |
| "handwriting": "handwritten text, notes or signatures", |
| "chart": "a data plot: values on axes or as proportions (bar, line, pie, scatter, area chart or similar)", |
| "diagram": "structure or relationships without measured values: a flowchart, schematic, process or relationship diagram; also labelled drawings that show how something is built (anatomy, parts, cross-sections)", |
| "table": "text or numbers laid out in rows and columns, with or without grid lines; not the furniture", |
| "map": "a geographic map, floor plan or route map", |
| "logo-icon": "a logo, icon, emblem, badge or pictogram", |
| "formula": "mathematical, chemical or other notation", |
| "screen": "an app, website or device interface", |
| "artwork": "made as art: a painting, illustration, cartoon or sculpture, as the image itself or shown in it; not drawings made to explain (those are Diagram)", |
| "instruments": "musical instruments: guitar, piano, violin, drums, wind instruments and the like", |
| "furniture": "chairs, tables, beds, sofas, desks, cabinets, shelves and other furniture (a data table is Table)", |
| "aerial": "the ground seen from high above: aerial or satellite photos, drone shots, bird's-eye views, also through a plane window, straight down or at an angle; clouds without ground don't count; a drawn map is Map" |
| }, |
| "thresholds": { |
| "people": 0.7144, |
| "animals": 0.1187, |
| "nature": 0.3883, |
| "landscape": 0.7706, |
| "buildings": 0.3697, |
| "vehicles": 0.4221, |
| "food": 0.9254, |
| "text": 0.5949, |
| "handwriting": 0.5921, |
| "chart": 0.4514, |
| "diagram": 0.891, |
| "table": 0.802, |
| "map": 0.8648, |
| "logo-icon": 0.3627, |
| "formula": 0.3419, |
| "screen": 0.791, |
| "artwork": 0.076, |
| "instruments": 0.9507, |
| "furniture": 0.5897, |
| "aerial": 0.1135 |
| }, |
| "input": { |
| "name": "pixel_values", |
| "shape": [ |
| "batch", |
| 3, |
| 224, |
| 224 |
| ], |
| "mean": [ |
| 0.485, |
| 0.456, |
| 0.406 |
| ], |
| "std": [ |
| 0.229, |
| 0.224, |
| 0.225 |
| ], |
| "preprocessing": "RGB; resize to img_size x img_size (bilinear, antialiased, no crop, aspect not preserved); scale to [0,1]; (x - mean) / std; NCHW float32" |
| }, |
| "output": { |
| "name": "logits", |
| "activation": "sigmoid per label; present when >= its threshold" |
| }, |
| "backbone": "efficientnet_b0.ra_in1k" |
| } |
|
|
