liangfeng
add ovseg
583456e
raw
history blame
26.2 kB
# Copyright (c) Facebook, Inc. and its affiliates.
import os
import pandas as pd
from detectron2.data import DatasetCatalog, MetadataCatalog
from detectron2.data.datasets import load_sem_seg
from detectron2.utils.file_io import PathManager
COCO_CATEGORIES = [
{"color": [220, 20, 60], "isthing": 1, "id": 1, "name": "person"},
{"color": [119, 11, 32], "isthing": 1, "id": 2, "name": "bicycle"},
{"color": [0, 0, 142], "isthing": 1, "id": 3, "name": "car"},
{"color": [0, 0, 230], "isthing": 1, "id": 4, "name": "motorcycle"},
{"color": [106, 0, 228], "isthing": 1, "id": 5, "name": "airplane"},
{"color": [0, 60, 100], "isthing": 1, "id": 6, "name": "bus"},
{"color": [0, 80, 100], "isthing": 1, "id": 7, "name": "train"},
{"color": [0, 0, 70], "isthing": 1, "id": 8, "name": "truck"},
{"color": [0, 0, 192], "isthing": 1, "id": 9, "name": "boat"},
{"color": [250, 170, 30], "isthing": 1, "id": 10, "name": "traffic light"},
{"color": [100, 170, 30], "isthing": 1, "id": 11, "name": "fire hydrant"},
{"color": [220, 220, 0], "isthing": 1, "id": 13, "name": "stop sign"},
{"color": [175, 116, 175], "isthing": 1, "id": 14, "name": "parking meter"},
{"color": [250, 0, 30], "isthing": 1, "id": 15, "name": "bench"},
{"color": [165, 42, 42], "isthing": 1, "id": 16, "name": "bird"},
{"color": [255, 77, 255], "isthing": 1, "id": 17, "name": "cat"},
{"color": [0, 226, 252], "isthing": 1, "id": 18, "name": "dog"},
{"color": [182, 182, 255], "isthing": 1, "id": 19, "name": "horse"},
{"color": [0, 82, 0], "isthing": 1, "id": 20, "name": "sheep"},
{"color": [120, 166, 157], "isthing": 1, "id": 21, "name": "cow"},
{"color": [110, 76, 0], "isthing": 1, "id": 22, "name": "elephant"},
{"color": [174, 57, 255], "isthing": 1, "id": 23, "name": "bear"},
{"color": [199, 100, 0], "isthing": 1, "id": 24, "name": "zebra"},
{"color": [72, 0, 118], "isthing": 1, "id": 25, "name": "giraffe"},
{"color": [255, 179, 240], "isthing": 1, "id": 27, "name": "backpack"},
{"color": [0, 125, 92], "isthing": 1, "id": 28, "name": "umbrella"},
{"color": [209, 0, 151], "isthing": 1, "id": 31, "name": "handbag"},
{"color": [188, 208, 182], "isthing": 1, "id": 32, "name": "tie"},
{"color": [0, 220, 176], "isthing": 1, "id": 33, "name": "suitcase"},
{"color": [255, 99, 164], "isthing": 1, "id": 34, "name": "frisbee"},
{"color": [92, 0, 73], "isthing": 1, "id": 35, "name": "skis"},
{"color": [133, 129, 255], "isthing": 1, "id": 36, "name": "snowboard"},
{"color": [78, 180, 255], "isthing": 1, "id": 37, "name": "sports ball"},
{"color": [0, 228, 0], "isthing": 1, "id": 38, "name": "kite"},
{"color": [174, 255, 243], "isthing": 1, "id": 39, "name": "baseball bat"},
{"color": [45, 89, 255], "isthing": 1, "id": 40, "name": "baseball glove"},
{"color": [134, 134, 103], "isthing": 1, "id": 41, "name": "skateboard"},
{"color": [145, 148, 174], "isthing": 1, "id": 42, "name": "surfboard"},
{"color": [255, 208, 186], "isthing": 1, "id": 43, "name": "tennis racket"},
{"color": [197, 226, 255], "isthing": 1, "id": 44, "name": "bottle"},
{"color": [171, 134, 1], "isthing": 1, "id": 46, "name": "wine glass"},
{"color": [109, 63, 54], "isthing": 1, "id": 47, "name": "cup"},
{"color": [207, 138, 255], "isthing": 1, "id": 48, "name": "fork"},
{"color": [151, 0, 95], "isthing": 1, "id": 49, "name": "knife"},
{"color": [9, 80, 61], "isthing": 1, "id": 50, "name": "spoon"},
{"color": [84, 105, 51], "isthing": 1, "id": 51, "name": "bowl"},
{"color": [74, 65, 105], "isthing": 1, "id": 52, "name": "banana"},
{"color": [166, 196, 102], "isthing": 1, "id": 53, "name": "apple"},
{"color": [208, 195, 210], "isthing": 1, "id": 54, "name": "sandwich"},
{"color": [255, 109, 65], "isthing": 1, "id": 55, "name": "orange"},
{"color": [0, 143, 149], "isthing": 1, "id": 56, "name": "broccoli"},
{"color": [179, 0, 194], "isthing": 1, "id": 57, "name": "carrot"},
{"color": [209, 99, 106], "isthing": 1, "id": 58, "name": "hot dog"},
{"color": [5, 121, 0], "isthing": 1, "id": 59, "name": "pizza"},
{"color": [227, 255, 205], "isthing": 1, "id": 60, "name": "donut"},
{"color": [147, 186, 208], "isthing": 1, "id": 61, "name": "cake"},
{"color": [153, 69, 1], "isthing": 1, "id": 62, "name": "chair"},
{"color": [3, 95, 161], "isthing": 1, "id": 63, "name": "couch"},
{"color": [163, 255, 0], "isthing": 1, "id": 64, "name": "potted plant"},
{"color": [119, 0, 170], "isthing": 1, "id": 65, "name": "bed"},
{"color": [0, 182, 199], "isthing": 1, "id": 67, "name": "dining table"},
{"color": [0, 165, 120], "isthing": 1, "id": 70, "name": "toilet"},
{"color": [183, 130, 88], "isthing": 1, "id": 72, "name": "tv"},
{"color": [95, 32, 0], "isthing": 1, "id": 73, "name": "laptop"},
{"color": [130, 114, 135], "isthing": 1, "id": 74, "name": "mouse"},
{"color": [110, 129, 133], "isthing": 1, "id": 75, "name": "remote"},
{"color": [166, 74, 118], "isthing": 1, "id": 76, "name": "keyboard"},
{"color": [219, 142, 185], "isthing": 1, "id": 77, "name": "cell phone"},
{"color": [79, 210, 114], "isthing": 1, "id": 78, "name": "microwave"},
{"color": [178, 90, 62], "isthing": 1, "id": 79, "name": "oven"},
{"color": [65, 70, 15], "isthing": 1, "id": 80, "name": "toaster"},
{"color": [127, 167, 115], "isthing": 1, "id": 81, "name": "sink"},
{"color": [59, 105, 106], "isthing": 1, "id": 82, "name": "refrigerator"},
{"color": [142, 108, 45], "isthing": 1, "id": 84, "name": "book"},
{"color": [196, 172, 0], "isthing": 1, "id": 85, "name": "clock"},
{"color": [95, 54, 80], "isthing": 1, "id": 86, "name": "vase"},
{"color": [128, 76, 255], "isthing": 1, "id": 87, "name": "scissors"},
{"color": [201, 57, 1], "isthing": 1, "id": 88, "name": "teddy bear"},
{"color": [246, 0, 122], "isthing": 1, "id": 89, "name": "hair drier"},
{"color": [191, 162, 208], "isthing": 1, "id": 90, "name": "toothbrush"},
{"id": 92, "name": "banner", "supercategory": "textile"},
{"id": 93, "name": "blanket", "supercategory": "textile"},
{"id": 94, "name": "branch", "supercategory": "plant"},
{"id": 95, "name": "bridge", "supercategory": "building"},
{"id": 96, "name": "building-other", "supercategory": "building"},
{"id": 97, "name": "bush", "supercategory": "plant"},
{"id": 98, "name": "cabinet", "supercategory": "furniture-stuff"},
{"id": 99, "name": "cage", "supercategory": "structural"},
{"id": 100, "name": "cardboard", "supercategory": "raw-material"},
{"id": 101, "name": "carpet", "supercategory": "floor"},
{"id": 102, "name": "ceiling-other", "supercategory": "ceiling"},
{"id": 103, "name": "ceiling-tile", "supercategory": "ceiling"},
{"id": 104, "name": "cloth", "supercategory": "textile"},
{"id": 105, "name": "clothes", "supercategory": "textile"},
{"id": 106, "name": "clouds", "supercategory": "sky"},
{"id": 107, "name": "counter", "supercategory": "furniture-stuff"},
{"id": 108, "name": "cupboard", "supercategory": "furniture-stuff"},
{"id": 109, "name": "curtain", "supercategory": "textile"},
{"id": 110, "name": "desk-stuff", "supercategory": "furniture-stuff"},
{"id": 111, "name": "dirt", "supercategory": "ground"},
{"id": 112, "name": "door-stuff", "supercategory": "furniture-stuff"},
{"id": 113, "name": "fence", "supercategory": "structural"},
{"id": 114, "name": "floor-marble", "supercategory": "floor"},
{"id": 115, "name": "floor-other", "supercategory": "floor"},
{"id": 116, "name": "floor-stone", "supercategory": "floor"},
{"id": 117, "name": "floor-tile", "supercategory": "floor"},
{"id": 118, "name": "floor-wood", "supercategory": "floor"},
{"id": 119, "name": "flower", "supercategory": "plant"},
{"id": 120, "name": "fog", "supercategory": "water"},
{"id": 121, "name": "food-other", "supercategory": "food-stuff"},
{"id": 122, "name": "fruit", "supercategory": "food-stuff"},
{"id": 123, "name": "furniture-other", "supercategory": "furniture-stuff"},
{"id": 124, "name": "grass", "supercategory": "plant"},
{"id": 125, "name": "gravel", "supercategory": "ground"},
{"id": 126, "name": "ground-other", "supercategory": "ground"},
{"id": 127, "name": "hill", "supercategory": "solid"},
{"id": 128, "name": "house", "supercategory": "building"},
{"id": 129, "name": "leaves", "supercategory": "plant"},
{"id": 130, "name": "light", "supercategory": "furniture-stuff"},
{"id": 131, "name": "mat", "supercategory": "textile"},
{"id": 132, "name": "metal", "supercategory": "raw-material"},
{"id": 133, "name": "mirror-stuff", "supercategory": "furniture-stuff"},
{"id": 134, "name": "moss", "supercategory": "plant"},
{"id": 135, "name": "mountain", "supercategory": "solid"},
{"id": 136, "name": "mud", "supercategory": "ground"},
{"id": 137, "name": "napkin", "supercategory": "textile"},
{"id": 138, "name": "net", "supercategory": "structural"},
{"id": 139, "name": "paper", "supercategory": "raw-material"},
{"id": 140, "name": "pavement", "supercategory": "ground"},
{"id": 141, "name": "pillow", "supercategory": "textile"},
{"id": 142, "name": "plant-other", "supercategory": "plant"},
{"id": 143, "name": "plastic", "supercategory": "raw-material"},
{"id": 144, "name": "platform", "supercategory": "ground"},
{"id": 145, "name": "playingfield", "supercategory": "ground"},
{"id": 146, "name": "railing", "supercategory": "structural"},
{"id": 147, "name": "railroad", "supercategory": "ground"},
{"id": 148, "name": "river", "supercategory": "water"},
{"id": 149, "name": "road", "supercategory": "ground"},
{"id": 150, "name": "rock", "supercategory": "solid"},
{"id": 151, "name": "roof", "supercategory": "building"},
{"id": 152, "name": "rug", "supercategory": "textile"},
{"id": 153, "name": "salad", "supercategory": "food-stuff"},
{"id": 154, "name": "sand", "supercategory": "ground"},
{"id": 155, "name": "sea", "supercategory": "water"},
{"id": 156, "name": "shelf", "supercategory": "furniture-stuff"},
{"id": 157, "name": "sky-other", "supercategory": "sky"},
{"id": 158, "name": "skyscraper", "supercategory": "building"},
{"id": 159, "name": "snow", "supercategory": "ground"},
{"id": 160, "name": "solid-other", "supercategory": "solid"},
{"id": 161, "name": "stairs", "supercategory": "furniture-stuff"},
{"id": 162, "name": "stone", "supercategory": "solid"},
{"id": 163, "name": "straw", "supercategory": "plant"},
{"id": 164, "name": "structural-other", "supercategory": "structural"},
{"id": 165, "name": "table", "supercategory": "furniture-stuff"},
{"id": 166, "name": "tent", "supercategory": "building"},
{"id": 167, "name": "textile-other", "supercategory": "textile"},
{"id": 168, "name": "towel", "supercategory": "textile"},
{"id": 169, "name": "tree", "supercategory": "plant"},
{"id": 170, "name": "vegetable", "supercategory": "food-stuff"},
{"id": 171, "name": "wall-brick", "supercategory": "wall"},
{"id": 172, "name": "wall-concrete", "supercategory": "wall"},
{"id": 173, "name": "wall-other", "supercategory": "wall"},
{"id": 174, "name": "wall-panel", "supercategory": "wall"},
{"id": 175, "name": "wall-stone", "supercategory": "wall"},
{"id": 176, "name": "wall-tile", "supercategory": "wall"},
{"id": 177, "name": "wall-wood", "supercategory": "wall"},
{"id": 178, "name": "water-other", "supercategory": "water"},
{"id": 179, "name": "waterdrops", "supercategory": "water"},
{"id": 180, "name": "window-blind", "supercategory": "window"},
{"id": 181, "name": "window-other", "supercategory": "window"},
{"id": 182, "name": "wood", "supercategory": "solid"},
]
ADE20K_150_CATEGORIES = [
{"color": [120, 120, 120], "id": 0, "isthing": 0, "name": "wall"},
{"color": [180, 120, 120], "id": 1, "isthing": 0, "name": "building"},
{"color": [6, 230, 230], "id": 2, "isthing": 0, "name": "sky"},
{"color": [80, 50, 50], "id": 3, "isthing": 0, "name": "floor"},
{"color": [4, 200, 3], "id": 4, "isthing": 0, "name": "tree"},
{"color": [120, 120, 80], "id": 5, "isthing": 0, "name": "ceiling"},
{"color": [140, 140, 140], "id": 6, "isthing": 0, "name": "road, route"},
{"color": [204, 5, 255], "id": 7, "isthing": 1, "name": "bed"},
{"color": [230, 230, 230], "id": 8, "isthing": 1, "name": "window "},
{"color": [4, 250, 7], "id": 9, "isthing": 0, "name": "grass"},
{"color": [224, 5, 255], "id": 10, "isthing": 1, "name": "cabinet"},
{"color": [235, 255, 7], "id": 11, "isthing": 0, "name": "sidewalk, pavement"},
{"color": [150, 5, 61], "id": 12, "isthing": 1, "name": "person"},
{"color": [120, 120, 70], "id": 13, "isthing": 0, "name": "earth, ground"},
{"color": [8, 255, 51], "id": 14, "isthing": 1, "name": "door"},
{"color": [255, 6, 82], "id": 15, "isthing": 1, "name": "table"},
{"color": [143, 255, 140], "id": 16, "isthing": 0, "name": "mountain, mount"},
{"color": [204, 255, 4], "id": 17, "isthing": 0, "name": "plant"},
{"color": [255, 51, 7], "id": 18, "isthing": 1, "name": "curtain"},
{"color": [204, 70, 3], "id": 19, "isthing": 1, "name": "chair"},
{"color": [0, 102, 200], "id": 20, "isthing": 1, "name": "car"},
{"color": [61, 230, 250], "id": 21, "isthing": 0, "name": "water"},
{"color": [255, 6, 51], "id": 22, "isthing": 1, "name": "painting, picture"},
{"color": [11, 102, 255], "id": 23, "isthing": 1, "name": "sofa"},
{"color": [255, 7, 71], "id": 24, "isthing": 1, "name": "shelf"},
{"color": [255, 9, 224], "id": 25, "isthing": 0, "name": "house"},
{"color": [9, 7, 230], "id": 26, "isthing": 0, "name": "sea"},
{"color": [220, 220, 220], "id": 27, "isthing": 1, "name": "mirror"},
{"color": [255, 9, 92], "id": 28, "isthing": 0, "name": "rug"},
{"color": [112, 9, 255], "id": 29, "isthing": 0, "name": "field"},
{"color": [8, 255, 214], "id": 30, "isthing": 1, "name": "armchair"},
{"color": [7, 255, 224], "id": 31, "isthing": 1, "name": "seat"},
{"color": [255, 184, 6], "id": 32, "isthing": 1, "name": "fence"},
{"color": [10, 255, 71], "id": 33, "isthing": 1, "name": "desk"},
{"color": [255, 41, 10], "id": 34, "isthing": 0, "name": "rock, stone"},
{"color": [7, 255, 255], "id": 35, "isthing": 1, "name": "wardrobe, closet, press"},
{"color": [224, 255, 8], "id": 36, "isthing": 1, "name": "lamp"},
{"color": [102, 8, 255], "id": 37, "isthing": 1, "name": "tub"},
{"color": [255, 61, 6], "id": 38, "isthing": 1, "name": "rail"},
{"color": [255, 194, 7], "id": 39, "isthing": 1, "name": "cushion"},
{"color": [255, 122, 8], "id": 40, "isthing": 0, "name": "base, pedestal, stand"},
{"color": [0, 255, 20], "id": 41, "isthing": 1, "name": "box"},
{"color": [255, 8, 41], "id": 42, "isthing": 1, "name": "column, pillar"},
{"color": [255, 5, 153], "id": 43, "isthing": 1, "name": "signboard, sign"},
{
"color": [6, 51, 255],
"id": 44,
"isthing": 1,
"name": "chest of drawers, chest, bureau, dresser",
},
{"color": [235, 12, 255], "id": 45, "isthing": 1, "name": "counter"},
{"color": [160, 150, 20], "id": 46, "isthing": 0, "name": "sand"},
{"color": [0, 163, 255], "id": 47, "isthing": 1, "name": "sink"},
{"color": [140, 140, 140], "id": 48, "isthing": 0, "name": "skyscraper"},
{"color": [250, 10, 15], "id": 49, "isthing": 1, "name": "fireplace"},
{"color": [20, 255, 0], "id": 50, "isthing": 1, "name": "refrigerator, icebox"},
{"color": [31, 255, 0], "id": 51, "isthing": 0, "name": "grandstand, covered stand"},
{"color": [255, 31, 0], "id": 52, "isthing": 0, "name": "path"},
{"color": [255, 224, 0], "id": 53, "isthing": 1, "name": "stairs"},
{"color": [153, 255, 0], "id": 54, "isthing": 0, "name": "runway"},
{"color": [0, 0, 255], "id": 55, "isthing": 1, "name": "case, display case, showcase, vitrine"},
{
"color": [255, 71, 0],
"id": 56,
"isthing": 1,
"name": "pool table, billiard table, snooker table",
},
{"color": [0, 235, 255], "id": 57, "isthing": 1, "name": "pillow"},
{"color": [0, 173, 255], "id": 58, "isthing": 1, "name": "screen door, screen"},
{"color": [31, 0, 255], "id": 59, "isthing": 0, "name": "stairway, staircase"},
{"color": [11, 200, 200], "id": 60, "isthing": 0, "name": "river"},
{"color": [255, 82, 0], "id": 61, "isthing": 0, "name": "bridge, span"},
{"color": [0, 255, 245], "id": 62, "isthing": 1, "name": "bookcase"},
{"color": [0, 61, 255], "id": 63, "isthing": 0, "name": "blind, screen"},
{"color": [0, 255, 112], "id": 64, "isthing": 1, "name": "coffee table"},
{
"color": [0, 255, 133],
"id": 65,
"isthing": 1,
"name": "toilet, can, commode, crapper, pot, potty, stool, throne",
},
{"color": [255, 0, 0], "id": 66, "isthing": 1, "name": "flower"},
{"color": [255, 163, 0], "id": 67, "isthing": 1, "name": "book"},
{"color": [255, 102, 0], "id": 68, "isthing": 0, "name": "hill"},
{"color": [194, 255, 0], "id": 69, "isthing": 1, "name": "bench"},
{"color": [0, 143, 255], "id": 70, "isthing": 1, "name": "countertop"},
{"color": [51, 255, 0], "id": 71, "isthing": 1, "name": "stove"},
{"color": [0, 82, 255], "id": 72, "isthing": 1, "name": "palm, palm tree"},
{"color": [0, 255, 41], "id": 73, "isthing": 1, "name": "kitchen island"},
{"color": [0, 255, 173], "id": 74, "isthing": 1, "name": "computer"},
{"color": [10, 0, 255], "id": 75, "isthing": 1, "name": "swivel chair"},
{"color": [173, 255, 0], "id": 76, "isthing": 1, "name": "boat"},
{"color": [0, 255, 153], "id": 77, "isthing": 0, "name": "bar"},
{"color": [255, 92, 0], "id": 78, "isthing": 1, "name": "arcade machine"},
{"color": [255, 0, 255], "id": 79, "isthing": 0, "name": "hovel, hut, hutch, shack, shanty"},
{"color": [255, 0, 245], "id": 80, "isthing": 1, "name": "bus"},
{"color": [255, 0, 102], "id": 81, "isthing": 1, "name": "towel"},
{"color": [255, 173, 0], "id": 82, "isthing": 1, "name": "light"},
{"color": [255, 0, 20], "id": 83, "isthing": 1, "name": "truck"},
{"color": [255, 184, 184], "id": 84, "isthing": 0, "name": "tower"},
{"color": [0, 31, 255], "id": 85, "isthing": 1, "name": "chandelier"},
{"color": [0, 255, 61], "id": 86, "isthing": 1, "name": "awning, sunshade, sunblind"},
{"color": [0, 71, 255], "id": 87, "isthing": 1, "name": "street lamp"},
{"color": [255, 0, 204], "id": 88, "isthing": 1, "name": "booth"},
{"color": [0, 255, 194], "id": 89, "isthing": 1, "name": "tv"},
{"color": [0, 255, 82], "id": 90, "isthing": 1, "name": "plane"},
{"color": [0, 10, 255], "id": 91, "isthing": 0, "name": "dirt track"},
{"color": [0, 112, 255], "id": 92, "isthing": 1, "name": "clothes"},
{"color": [51, 0, 255], "id": 93, "isthing": 1, "name": "pole"},
{"color": [0, 194, 255], "id": 94, "isthing": 0, "name": "land, ground, soil"},
{
"color": [0, 122, 255],
"id": 95,
"isthing": 1,
"name": "bannister, banister, balustrade, balusters, handrail",
},
{
"color": [0, 255, 163],
"id": 96,
"isthing": 0,
"name": "escalator, moving staircase, moving stairway",
},
{
"color": [255, 153, 0],
"id": 97,
"isthing": 1,
"name": "ottoman, pouf, pouffe, puff, hassock",
},
{"color": [0, 255, 10], "id": 98, "isthing": 1, "name": "bottle"},
{"color": [255, 112, 0], "id": 99, "isthing": 0, "name": "buffet, counter, sideboard"},
{
"color": [143, 255, 0],
"id": 100,
"isthing": 0,
"name": "poster, posting, placard, notice, bill, card",
},
{"color": [82, 0, 255], "id": 101, "isthing": 0, "name": "stage"},
{"color": [163, 255, 0], "id": 102, "isthing": 1, "name": "van"},
{"color": [255, 235, 0], "id": 103, "isthing": 1, "name": "ship"},
{"color": [8, 184, 170], "id": 104, "isthing": 1, "name": "fountain"},
{
"color": [133, 0, 255],
"id": 105,
"isthing": 0,
"name": "conveyer belt, conveyor belt, conveyer, conveyor, transporter",
},
{"color": [0, 255, 92], "id": 106, "isthing": 0, "name": "canopy"},
{
"color": [184, 0, 255],
"id": 107,
"isthing": 1,
"name": "washer, automatic washer, washing machine",
},
{"color": [255, 0, 31], "id": 108, "isthing": 1, "name": "plaything, toy"},
{"color": [0, 184, 255], "id": 109, "isthing": 0, "name": "pool"},
{"color": [0, 214, 255], "id": 110, "isthing": 1, "name": "stool"},
{"color": [255, 0, 112], "id": 111, "isthing": 1, "name": "barrel, cask"},
{"color": [92, 255, 0], "id": 112, "isthing": 1, "name": "basket, handbasket"},
{"color": [0, 224, 255], "id": 113, "isthing": 0, "name": "falls"},
{"color": [112, 224, 255], "id": 114, "isthing": 0, "name": "tent"},
{"color": [70, 184, 160], "id": 115, "isthing": 1, "name": "bag"},
{"color": [163, 0, 255], "id": 116, "isthing": 1, "name": "minibike, motorbike"},
{"color": [153, 0, 255], "id": 117, "isthing": 0, "name": "cradle"},
{"color": [71, 255, 0], "id": 118, "isthing": 1, "name": "oven"},
{"color": [255, 0, 163], "id": 119, "isthing": 1, "name": "ball"},
{"color": [255, 204, 0], "id": 120, "isthing": 1, "name": "food, solid food"},
{"color": [255, 0, 143], "id": 121, "isthing": 1, "name": "step, stair"},
{"color": [0, 255, 235], "id": 122, "isthing": 0, "name": "tank, storage tank"},
{"color": [133, 255, 0], "id": 123, "isthing": 1, "name": "trade name"},
{"color": [255, 0, 235], "id": 124, "isthing": 1, "name": "microwave"},
{"color": [245, 0, 255], "id": 125, "isthing": 1, "name": "pot"},
{"color": [255, 0, 122], "id": 126, "isthing": 1, "name": "animal"},
{"color": [255, 245, 0], "id": 127, "isthing": 1, "name": "bicycle"},
{"color": [10, 190, 212], "id": 128, "isthing": 0, "name": "lake"},
{"color": [214, 255, 0], "id": 129, "isthing": 1, "name": "dishwasher"},
{"color": [0, 204, 255], "id": 130, "isthing": 1, "name": "screen"},
{"color": [20, 0, 255], "id": 131, "isthing": 0, "name": "blanket, cover"},
{"color": [255, 255, 0], "id": 132, "isthing": 1, "name": "sculpture"},
{"color": [0, 153, 255], "id": 133, "isthing": 1, "name": "hood, exhaust hood"},
{"color": [0, 41, 255], "id": 134, "isthing": 1, "name": "sconce"},
{"color": [0, 255, 204], "id": 135, "isthing": 1, "name": "vase"},
{"color": [41, 0, 255], "id": 136, "isthing": 1, "name": "traffic light"},
{"color": [41, 255, 0], "id": 137, "isthing": 1, "name": "tray"},
{"color": [173, 0, 255], "id": 138, "isthing": 1, "name": "trash can"},
{"color": [0, 245, 255], "id": 139, "isthing": 1, "name": "fan"},
{"color": [71, 0, 255], "id": 140, "isthing": 0, "name": "pier"},
{"color": [122, 0, 255], "id": 141, "isthing": 0, "name": "crt screen"},
{"color": [0, 255, 184], "id": 142, "isthing": 1, "name": "plate"},
{"color": [0, 92, 255], "id": 143, "isthing": 1, "name": "monitor"},
{"color": [184, 255, 0], "id": 144, "isthing": 1, "name": "bulletin board"},
{"color": [0, 133, 255], "id": 145, "isthing": 0, "name": "shower"},
{"color": [255, 214, 0], "id": 146, "isthing": 1, "name": "radiator"},
{"color": [25, 194, 194], "id": 147, "isthing": 1, "name": "glass, drinking glass"},
{"color": [102, 255, 0], "id": 148, "isthing": 1, "name": "clock"},
{"color": [92, 0, 255], "id": 149, "isthing": 1, "name": "flag"},
]
TEST_CATEGORIES = [
{"color": [143, 255, 140], "id": 16, "isthing": 0, "name": "Oculus"},
{"color": [204, 255, 4], "id": 17, "isthing": 0, "name": "Ukulele"},
]
COCO_BASE_CATEGORIES = [
c
for i, c in enumerate(COCO_CATEGORIES)
if c["id"] - 1
not in [20, 24, 32, 33, 40, 56, 86, 99, 105, 123, 144, 147, 148, 168, 171]
]
COCO_NOVEL_CATEGORIES = [
c
for i, c in enumerate(COCO_CATEGORIES)
if c["id"] - 1
in [20, 24, 32, 33, 40, 56, 86, 99, 105, 123, 144, 147, 148, 168, 171]
]
def load_cc_image(csv_file, img_key='filepath', caption_key='title', sep="\t"):
print(f'Loading csv data from {csv_file}.')
df = pd.read_csv(csv_file, sep=sep)
input_files = df[img_key].tolist()
captions = df[caption_key].tolist()
print("Loaded {} images".format(len(input_files)))
dataset_dicts = []
for (img_path, text) in zip(input_files, captions):
record = {}
record["file_name"] = img_path
record["caption"] = text
dataset_dicts.append(record)
return dataset_dicts
def _get_coco_stuff_meta(cat_list):
# Id 0 is reserved for ignore_label, we change ignore_label for 0
# to 255 in our pre-processing.
stuff_ids = [k["id"] for k in cat_list]
# For semantic segmentation, this mapping maps from contiguous stuff id
# (in [0, 91], used in models) to ids in the dataset (used for processing results)
stuff_dataset_id_to_contiguous_id = {k: i for i, k in enumerate(stuff_ids)}
stuff_classes = [k["name"] for k in cat_list]
ret = {
"stuff_dataset_id_to_contiguous_id": stuff_dataset_id_to_contiguous_id,
"stuff_classes": stuff_classes,
}
return ret
def register_cc_3m(csv_file):
meta = _get_coco_stuff_meta(TEST_CATEGORIES)
name = "cc_3m_train"
DatasetCatalog.register(
name,
lambda x=csv_file: load_cc_image(x),
)
MetadataCatalog.get(name).set(
csv_file=csv_file,
evaluator_type="dummy",
ignore_label=255,
**meta,
)
# _csv_file = "/home/jeffliang/zsseg/datasets/coco/coco_train_merge_captions.csv"
_csv_file = "/home/jeffliang/zsseg/configs/masked_images/pred/samples.csv"
register_cc_3m(_csv_file)