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Duplicate from OZU-Technology/CinemaCLIP

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Co-authored-by: Rahul Somani <rsomani95@users.noreply.huggingface.co>

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
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "version": "2.0.0",
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+ "model": null,
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+ "license": "Commercial",
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+ "meta": "",
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+ "concepts": [
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+ "color",
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+ "shot",
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+ "texture"
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+ ],
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+ "concepts_meta": {
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+ "color": {
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+ "title": "Color",
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+ "description": "",
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+ "categories": [
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+ "color.contrast",
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+ "color.key",
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+ "color.saturation",
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+ "color.theory",
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+ "color.tones"
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+ ]
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+ },
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+
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+ "shot": {
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+ "title": "Shot",
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+ "description": "",
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+ "categories": [
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+ "shot.angle",
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+ "shot.composition",
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+ "shot.composition.symmetric",
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+ "shot.content-rating",
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+ "shot.focus",
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+ "shot.framing",
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+ "shot.height",
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+ "shot.lens-size",
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+ "shot.lighting.cast",
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+ "shot.lighting.contrast",
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+ "shot.location",
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+ "shot.set",
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+ "shot.set-miscellaneous",
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+ "shot.subject",
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+ "shot.time-of-day",
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+ "shot.type",
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+ "shot.type.crowd",
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+ "shot.type.over-the-shoulder"
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+ ]
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+ },
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+ "texture": {
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+ "title": "Texture",
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+ "description": "",
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+ "categories": [
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+ "texture"
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+ ]
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+ }
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+ },
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+ "categories": [
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+ "color.contrast",
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+ "color.key",
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+ "color.saturation",
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+ "color.theory",
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+ "color.tones",
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+ "shot.angle",
67
+ "shot.composition",
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+ "shot.composition.symmetric",
69
+ "shot.content-rating",
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+ "shot.focus",
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+ "shot.framing",
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+ "shot.height",
73
+ "shot.lens-size",
74
+ "shot.level.tilted",
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+ "shot.lighting.cast",
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+ "shot.lighting.contrast",
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+ "shot.lighting.direction",
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+ "shot.lighting.edge",
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+ "shot.lighting.silhouette",
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+ "shot.location",
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+ "shot.set",
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+ "shot.set-miscellaneous",
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+ "shot.subject",
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+ "shot.time-of-day",
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+ "shot.type",
86
+ "shot.type.crowd",
87
+ "shot.type.over-the-shoulder",
88
+ "texture"
89
+ ],
90
+ "categories_meta": {
91
+ "color.contrast": {
92
+ "title": "Color Contrast",
93
+ "description": "Determine the degree of color contrast in the image",
94
+ "type": "classifier",
95
+ "activation": "softmax",
96
+ "suggested_thresh": null,
97
+ "top_n": 1,
98
+ "labels": [
99
+ "low",
100
+ "neutral",
101
+ "high"
102
+ ]
103
+ },
104
+ "color.key": {
105
+ "title": "Color Key",
106
+ "description": "Determine if image is meant to be keyed",
107
+ "type": "classifier",
108
+ "activation": "softmax",
109
+ "suggested_thresh": null,
110
+ "top_n": 1,
111
+ "labels": [
112
+ "blue",
113
+ "green",
114
+ "luma",
115
+ "matte",
116
+ "na"
117
+ ]
118
+ },
119
+ "color.saturation": {
120
+ "title": "Color Saturation",
121
+ "description": "Determine the overall saturation of the image",
122
+ "type": "classifier",
123
+ "activation": "softmax",
124
+ "suggested_thresh": null,
125
+ "top_n": 1,
126
+ "labels": [
127
+ "desaturated",
128
+ "neutral",
129
+ "saturated"
130
+ ]
131
+ },
132
+ "color.theory": {
133
+ "title": "Color Theory",
134
+ "description": "Determine the color theory in the image",
135
+ "type": "classifier",
136
+ "activation": "softmax",
137
+ "suggested_thresh": null,
138
+ "top_n": 1,
139
+ "labels": [
140
+ "analagous",
141
+ "complementary",
142
+ "monochrome"
143
+ ]
144
+ },
145
+ "color.tones": {
146
+ "title": "Color Tones",
147
+ "description": "Determine the overall image color tonality",
148
+ "type": "classifier",
149
+ "activation": "softmax",
150
+ "suggested_thresh": null,
151
+ "top_n": 1,
152
+ "labels": [
153
+ "blackwhite",
154
+ "cool",
155
+ "mixed",
156
+ "neutral",
157
+ "warm"
158
+ ]
159
+ },
160
+ "shot.angle": {
161
+ "title": "Shot Angle",
162
+ "description": "Determing the camera angle relative to the subject (Vertical axis / Pitch)",
163
+ "type": "classifier",
164
+ "activation": "softmax",
165
+ "suggested_thresh": null,
166
+ "top_n": 1,
167
+ "labels": [
168
+ "overhead",
169
+ "high-obvious",
170
+ "high-subtle",
171
+ "level",
172
+ "low-subtle",
173
+ "low-obvious",
174
+ "reverse-overhead",
175
+ "na"
176
+ ]
177
+ },
178
+ "shot.composition": {
179
+ "title": "Shot Composition",
180
+ "description": "Determine which part of the image the eye is naturally directed towards",
181
+ "type": "classifier",
182
+ "activation": "softmax",
183
+ "suggested_thresh": null,
184
+ "top_n": 1,
185
+ "labels": [
186
+ "balanced",
187
+ "center",
188
+ "left",
189
+ "right",
190
+ "na"
191
+ ]
192
+ },
193
+ "shot.composition.symmetric": {
194
+ "title": "Shot Composition Symmetric",
195
+ "description": "Determine if the frame composition is symmetric or not",
196
+ "type": "classifier",
197
+ "activation": "sigmoid",
198
+ "suggested_thresh": 0.85,
199
+ "top_n": null,
200
+ "labels": [
201
+ "likelihood"
202
+ ]
203
+ },
204
+ "shot.content-rating": {
205
+ "title": "Shot Content-Rating",
206
+ "description": "Determine if there are NSFW elements in the frame",
207
+ "type": "classifier",
208
+ "activation": "softmax",
209
+ "suggested_thresh": null,
210
+ "top_n": 1,
211
+ "labels": [
212
+ "nsfw-explosions-collisions",
213
+ "nsfw-nudity",
214
+ "nsfw-violence",
215
+ "sfw",
216
+ "na"
217
+ ]
218
+ },
219
+ "shot.focus": {
220
+ "title": "Shot Focus",
221
+ "description": "Determine the nature of lens focus in the frame",
222
+ "type": "classifier",
223
+ "activation": "softmax",
224
+ "suggested_thresh": null,
225
+ "top_n": 1,
226
+ "labels": [
227
+ "deep",
228
+ "neutral",
229
+ "shallow",
230
+ "out",
231
+ "na"
232
+ ]
233
+ },
234
+ "shot.framing": {
235
+ "title": "Shot Framing",
236
+ "description": "Determine the frame size of the shot",
237
+ "type": "classifier",
238
+ "activation": "softmax",
239
+ "suggested_thresh": null,
240
+ "top_n": 1,
241
+ "labels": [
242
+ "extreme-wide",
243
+ "wide",
244
+ "full",
245
+ "medium-wide",
246
+ "medium",
247
+ "medium-closeup",
248
+ "closeup",
249
+ "extreme-closeup-face",
250
+ "extreme-closeup-face-macro-eyes-dual",
251
+ "extreme-closeup-face-macro-eye-single",
252
+ "extreme-closeup-face-macro-mouth",
253
+ "extreme-closeup-hands",
254
+ "extreme-closeup-body",
255
+ "extreme-closeup-prop",
256
+ "na"
257
+ ]
258
+ },
259
+ "shot.height": {
260
+ "title": "Shot Height",
261
+ "description": "Determine the height of the camera relative to the subject",
262
+ "type" : "classifier",
263
+ "activation": "softmax",
264
+ "suggested_thresh": null,
265
+ "top_n": 1,
266
+ "labels": [
267
+ "aerial",
268
+ "elevated",
269
+ "above-subject",
270
+ "eye-level",
271
+ "below-subject",
272
+ "ground-level",
273
+ "na"
274
+ ]
275
+ },
276
+ "shot.lens-size": {
277
+ "title": "Shot Lens Size",
278
+ "description": "Determine the size of the lens used to shoot the frame",
279
+ "type": "classifier",
280
+ "activation": "softmax",
281
+ "suggested_thresh": null,
282
+ "top_n": 1,
283
+ "labels": [
284
+ "fisheye-ultrawide",
285
+ "wide",
286
+ "medium",
287
+ "long",
288
+ "telephoto",
289
+ "na"
290
+ ]
291
+ },
292
+ "shot.level.tilted": {
293
+ "title": "Shot Level Tilted",
294
+ "description": "Determine the angle of the camera relative to the horizon",
295
+ "type" : "classifier",
296
+ "activation": "sigmoid",
297
+ "suggested_thresh": 0.5,
298
+ "top_n": null,
299
+ "labels": [
300
+ "likelihood"
301
+ ]
302
+ },
303
+ "shot.lighting.cast": {
304
+ "title": "Shot Lighting Cast",
305
+ "description": "Determine the harshness of shadows and lit areas in the frame",
306
+ "type" : "classifier",
307
+ "activation": "softmax",
308
+ "suggested_thresh": null,
309
+ "top_n": 1,
310
+ "labels": [
311
+ "soft",
312
+ "neutral",
313
+ "hard",
314
+ "na"
315
+ ]
316
+ },
317
+ "shot.lighting.contrast": {
318
+ "title": "Shot Lighting Contrast",
319
+ "description": "Determine the overall lighting contrast in the frame",
320
+ "type" : "classifier",
321
+ "activation": "softmax",
322
+ "suggested_thresh": null,
323
+ "top_n": 1,
324
+ "labels": [
325
+ "low",
326
+ "neutral",
327
+ "high",
328
+ "na"
329
+ ]
330
+ },
331
+ "shot.lighting.direction": {
332
+ "title": "Shot Lighting Direction",
333
+ "description": "Determine the direction of the main lighting source",
334
+ "type" : "classifier",
335
+ "activation": "sigmoid",
336
+ "suggested_thresh": 0.67,
337
+ "top_n": null,
338
+ "labels": [
339
+ "ambient",
340
+ "back",
341
+ "front",
342
+ "left",
343
+ "right",
344
+ "top",
345
+ "under"
346
+ ]
347
+ },
348
+ "shot.lighting.edge": {
349
+ "title": "Shot Lighting Edge",
350
+ "description": "Determine if the frame has edge lighting",
351
+ "type" : "classifier",
352
+ "activation": "sigmoid",
353
+ "suggested_thresh": 0.80,
354
+ "top_n": null,
355
+ "labels": [
356
+ "likelihood"
357
+ ]
358
+ },
359
+ "shot.lighting.silhouette": {
360
+ "title": "Shot Lighting Silhouette",
361
+ "description": "Determine if the frame has silhouette lighting",
362
+ "type" : "classifier",
363
+ "activation": "sigmoid",
364
+ "suggested_thresh": 0.82,
365
+ "top_n": null,
366
+ "labels": [
367
+ "likelihood"
368
+ ]
369
+ },
370
+ "shot.location": {
371
+ "title": "Shot Location",
372
+ "description": "Determine whether the frame was shot interior / exterior",
373
+ "type" : "classifier",
374
+ "activation": "softmax",
375
+ "suggested_thresh": null,
376
+ "top_n": 1,
377
+ "labels": [
378
+ "exterior",
379
+ "interior",
380
+ "na"
381
+ ]
382
+ },
383
+ "shot.set": {
384
+ "title": "Shot Set",
385
+ "description": "Determine where the frame was shot",
386
+ "type" : "classifier",
387
+ "activation": "softmax",
388
+ "suggested_thresh": null,
389
+ "top_n": 1,
390
+ "labels": [
391
+ "apartment-exterior",
392
+ "church-exterior",
393
+ "factory-exterior",
394
+ "house-exterior",
395
+ "lighthouse",
396
+ "mansion-exterior",
397
+ "office-exterior",
398
+ "skyscraper",
399
+ "store-exterior",
400
+ "airstrip",
401
+ "alley",
402
+ "bridge",
403
+ "entrance-exterior",
404
+ "gas-station",
405
+ "highway",
406
+ "parking-lot",
407
+ "path",
408
+ "phone-booth",
409
+ "rooftop",
410
+ "runway",
411
+ "sewer",
412
+ "terrace",
413
+ "tunnel",
414
+ "under-bridge",
415
+ "beach",
416
+ "cave",
417
+ "desert",
418
+ "farm",
419
+ "forest",
420
+ "garden",
421
+ "golf-course",
422
+ "graveyard",
423
+ "lawn",
424
+ "park",
425
+ "sea",
426
+ "sky",
427
+ "space",
428
+ "underwater",
429
+ "bar-counter",
430
+ "bar-interior",
431
+ "casino",
432
+ "church-interior",
433
+ "diner-interior",
434
+ "nightclub",
435
+ "poker-table",
436
+ "restaurant-interior",
437
+ "strip-club",
438
+ "theatre-interior",
439
+ "bathroom-private",
440
+ "bathroom-public",
441
+ "bathroom-shower",
442
+ "bathtub",
443
+ "bedroom",
444
+ "dining-room",
445
+ "house-interior",
446
+ "kitchen",
447
+ "living-room",
448
+ "mansion-interior",
449
+ "palace-interior",
450
+ "refridgerator",
451
+ "study-room",
452
+ "walk-in-closet",
453
+ "classroom",
454
+ "command-center",
455
+ "courtroom",
456
+ "courtroom-judge-bench",
457
+ "courtroom-witness-stand",
458
+ "dressing-room",
459
+ "factory-interior",
460
+ "hospital",
461
+ "hospital-bedroom",
462
+ "interrogation-room",
463
+ "laboratory-regular",
464
+ "library",
465
+ "office-at-desk",
466
+ "office-conference-room",
467
+ "office-cubicle",
468
+ "office-interior",
469
+ "open-office",
470
+ "prison-cell",
471
+ "prison-interior",
472
+ "prison-phone-booth",
473
+ "store-clothing",
474
+ "store-grocery",
475
+ "store-miscellaneous-interior",
476
+ "studio-art",
477
+ "american-football-field",
478
+ "baseball-field",
479
+ "basketball-court",
480
+ "boxing-ring",
481
+ "football-field",
482
+ "ice-hockey-rink",
483
+ "race-track",
484
+ "swimming-pool",
485
+ "tennis-court",
486
+ "airport-interior",
487
+ "subway-station-interior",
488
+ "train-station-interior",
489
+ "train-station-platform",
490
+ "airplane-cabin",
491
+ "bus-interior",
492
+ "car-interior",
493
+ "car-interior-from-outside",
494
+ "cockpit",
495
+ "on-ship",
496
+ "spacecraft-interior",
497
+ "subway-train-interior",
498
+ "train-interior",
499
+ "na"
500
+ ]
501
+ },
502
+ "shot.set-miscellaneous": {
503
+ "title": "Shot Set-Miscellaneous",
504
+ "description": "Determine where the frame was shot",
505
+ "type" : "classifier",
506
+ "activation": "sigmoid",
507
+ "suggested_thresh": 0.95,
508
+ "top_n": null,
509
+ "labels": [
510
+ "aisle",
511
+ "bed",
512
+ "doorway",
513
+ "entrance-interior",
514
+ "fireplace",
515
+ "hallway",
516
+ "stage",
517
+ "staircase",
518
+ "window",
519
+ "city",
520
+ "driveway",
521
+ "road",
522
+ "rural",
523
+ "settlement",
524
+ "sidewalk",
525
+ "street",
526
+ "train-tracks",
527
+ "field",
528
+ "hill",
529
+ "lake",
530
+ "mountain",
531
+ "shore",
532
+ "waterbody",
533
+ "auditorium",
534
+ "ice-rink",
535
+ "indoor-stadium",
536
+ "pool-table",
537
+ "spectators",
538
+ "stadium",
539
+ "aircraft-exterior",
540
+ "airplane-exterior",
541
+ "bicycle-exterior",
542
+ "big-vehicle-exterior",
543
+ "bike-exterior",
544
+ "boat-exterior",
545
+ "bus-exterior",
546
+ "car-exterior",
547
+ "helicopter-exterior",
548
+ "ship-exterior",
549
+ "spacecraft-exterior",
550
+ "train-exterior",
551
+ "truck-exterior",
552
+ "two-wheeler",
553
+ "vehicle-aquatic",
554
+ "vehicle-grounded-exterior"
555
+ ]
556
+ },
557
+ "shot.subject": {
558
+ "title": "Shot Subject",
559
+ "description": "Determine the subject implied by the frame",
560
+ "type" : "classifier",
561
+ "activation": "sigmoid",
562
+ "suggested_thresh": 0.82,
563
+ "top_n": null,
564
+ "labels": [
565
+ "animal",
566
+ "body",
567
+ "face",
568
+ "feet",
569
+ "hands",
570
+ "location",
571
+ "person",
572
+ "prop",
573
+ "text",
574
+ "vehicle"
575
+ ]
576
+ },
577
+ "shot.time-of-day": {
578
+ "title": "Shot Time-Of-Day",
579
+ "description": "Determine the time of day the frame takes place in",
580
+ "type" : "classifier",
581
+ "activation": "softmax",
582
+ "suggested_thresh": null,
583
+ "top_n": 1,
584
+ "labels": [
585
+ "dawn-dusk",
586
+ "day",
587
+ "night",
588
+ "sunrise-sunset",
589
+ "na"
590
+ ]
591
+ },
592
+ "shot.type": {
593
+ "title": "Shot Type",
594
+ "description": "Determine the number of subjects in the frame",
595
+ "type" : "classifier",
596
+ "activation": "softmax",
597
+ "suggested_thresh": null,
598
+ "top_n": 1,
599
+ "labels": [
600
+ "cleansingle",
601
+ "twoshot",
602
+ "threeshot",
603
+ "fourshot",
604
+ "group",
605
+ "insert",
606
+ "na"
607
+ ]
608
+ },
609
+ "shot.type.crowd": {
610
+ "title": "Shot Type Crowd",
611
+ "description": "Determine if the frame has a crowd of people in it",
612
+ "type" : "classifier",
613
+ "activation": "sigmoid",
614
+ "suggested_thresh": 0.85,
615
+ "top_n": null,
616
+ "labels": [
617
+ "likelihood"
618
+ ]
619
+ },
620
+ "shot.type.over-the-shoulder": {
621
+ "title": "Shot Type Over-The-Shoulder",
622
+ "description": "Determine if the frame was shot from an over the shoulder perspective",
623
+ "type" : "classifier",
624
+ "activation": "sigmoid",
625
+ "suggested_thresh": 0.77,
626
+ "top_n": null,
627
+ "labels": [
628
+ "likelihood"
629
+ ]
630
+ },
631
+ "texture": {
632
+ "title": "Texture",
633
+ "description": "Determine the overall texture in the frame",
634
+ "type" : "classifier",
635
+ "activation": "sigmoid",
636
+ "suggested_thresh": 0.85,
637
+ "top_n": null,
638
+ "labels": [
639
+ "banded",
640
+ "blotchy",
641
+ "braided",
642
+ "bubbly",
643
+ "bumpy",
644
+ "chequered",
645
+ "cobwebbed",
646
+ "cracked",
647
+ "crosshatched",
648
+ "crystalline",
649
+ "dotted",
650
+ "fibrous",
651
+ "flecked",
652
+ "frilly",
653
+ "gauzy",
654
+ "grid",
655
+ "grooved",
656
+ "honeycombed",
657
+ "interlaced",
658
+ "knitted",
659
+ "lacelike",
660
+ "lined",
661
+ "marbled",
662
+ "matted",
663
+ "meshed",
664
+ "paisley",
665
+ "perforated",
666
+ "pitted",
667
+ "pleated",
668
+ "porous",
669
+ "potholed",
670
+ "scaly",
671
+ "smeared",
672
+ "spiralled",
673
+ "sprinkled",
674
+ "stained",
675
+ "stratified",
676
+ "striped",
677
+ "studded",
678
+ "swirly",
679
+ "veined",
680
+ "waffled",
681
+ "woven",
682
+ "wrinkled",
683
+ "zigzagged"
684
+ ]
685
+ }
686
+ },
687
+ "probabilities_labels": [
688
+ "color.contrast.low",
689
+ "color.contrast.neutral",
690
+ "color.contrast.high",
691
+ "color.key.blue",
692
+ "color.key.green",
693
+ "color.key.luma",
694
+ "color.key.matte",
695
+ "color.key.na",
696
+ "color.saturation.desaturated",
697
+ "color.saturation.neutral",
698
+ "color.saturation.saturated",
699
+ "color.theory.analagous",
700
+ "color.theory.complementary",
701
+ "color.theory.monochrome",
702
+ "color.tones.blackwhite",
703
+ "color.tones.cool",
704
+ "color.tones.mixed",
705
+ "color.tones.neutral",
706
+ "color.tones.warm",
707
+ "shot.angle.overhead",
708
+ "shot.angle.high-obvious",
709
+ "shot.angle.high-subtle",
710
+ "shot.angle.level",
711
+ "shot.angle.low-subtle",
712
+ "shot.angle.low-obvious",
713
+ "shot.angle.reverse-overhead",
714
+ "shot.angle.na",
715
+ "shot.composition.balanced",
716
+ "shot.composition.center",
717
+ "shot.composition.left",
718
+ "shot.composition.right",
719
+ "shot.composition.na",
720
+ "shot.composition.symmetric.likelihood",
721
+ "shot.content-rating.nsfw-explosions-collisions",
722
+ "shot.content-rating.nsfw-nudity",
723
+ "shot.content-rating.nsfw-violence",
724
+ "shot.content-rating.sfw",
725
+ "shot.content-rating.na",
726
+ "shot.focus.deep",
727
+ "shot.focus.neutral",
728
+ "shot.focus.shallow",
729
+ "shot.focus.out",
730
+ "shot.focus.na",
731
+ "shot.framing.extreme-wide",
732
+ "shot.framing.wide",
733
+ "shot.framing.full",
734
+ "shot.framing.medium-wide",
735
+ "shot.framing.medium",
736
+ "shot.framing.medium-closeup",
737
+ "shot.framing.closeup",
738
+ "shot.framing.extreme-closeup-face",
739
+ "shot.framing.extreme-closeup-face-macro-eyes-dual",
740
+ "shot.framing.extreme-closeup-face-macro-eye-single",
741
+ "shot.framing.extreme-closeup-face-macro-mouth",
742
+ "shot.framing.extreme-closeup-hands",
743
+ "shot.framing.extreme-closeup-body",
744
+ "shot.framing.extreme-closeup-prop",
745
+ "shot.framing.na",
746
+ "shot.height.aerial",
747
+ "shot.height.elevated",
748
+ "shot.height.above-subject",
749
+ "shot.height.eye-level",
750
+ "shot.height.below-subject",
751
+ "shot.height.ground-level",
752
+ "shot.height.na",
753
+ "shot.lens-size.fisheye-ultrawide",
754
+ "shot.lens-size.wide",
755
+ "shot.lens-size.medium",
756
+ "shot.lens-size.long",
757
+ "shot.lens-size.telephoto",
758
+ "shot.lens-size.na",
759
+ "shot.level.tilted.likelihood",
760
+ "shot.lighting.cast.soft",
761
+ "shot.lighting.cast.neutral",
762
+ "shot.lighting.cast.hard",
763
+ "shot.lighting.cast.na",
764
+ "shot.lighting.contrast.low",
765
+ "shot.lighting.contrast.neutral",
766
+ "shot.lighting.contrast.high",
767
+ "shot.lighting.contrast.na",
768
+ "shot.lighting.direction.ambient",
769
+ "shot.lighting.direction.back",
770
+ "shot.lighting.direction.front",
771
+ "shot.lighting.direction.left",
772
+ "shot.lighting.direction.right",
773
+ "shot.lighting.direction.top",
774
+ "shot.lighting.direction.under",
775
+ "shot.lighting.edge.likelihood",
776
+ "shot.lighting.silhouette.likelihood",
777
+ "shot.location.exterior",
778
+ "shot.location.interior",
779
+ "shot.location.na",
780
+ "shot.set.apartment-exterior",
781
+ "shot.set.church-exterior",
782
+ "shot.set.factory-exterior",
783
+ "shot.set.house-exterior",
784
+ "shot.set.lighthouse",
785
+ "shot.set.mansion-exterior",
786
+ "shot.set.office-exterior",
787
+ "shot.set.skyscraper",
788
+ "shot.set.store-exterior",
789
+ "shot.set.airstrip",
790
+ "shot.set.alley",
791
+ "shot.set.bridge",
792
+ "shot.set.entrance-exterior",
793
+ "shot.set.gas-station",
794
+ "shot.set.highway",
795
+ "shot.set.parking-lot",
796
+ "shot.set.path",
797
+ "shot.set.phone-booth",
798
+ "shot.set.rooftop",
799
+ "shot.set.runway",
800
+ "shot.set.sewer",
801
+ "shot.set.terrace",
802
+ "shot.set.tunnel",
803
+ "shot.set.under-bridge",
804
+ "shot.set.beach",
805
+ "shot.set.cave",
806
+ "shot.set.desert",
807
+ "shot.set.farm",
808
+ "shot.set.forest",
809
+ "shot.set.garden",
810
+ "shot.set.golf-course",
811
+ "shot.set.graveyard",
812
+ "shot.set.lawn",
813
+ "shot.set.park",
814
+ "shot.set.sea",
815
+ "shot.set.sky",
816
+ "shot.set.space",
817
+ "shot.set.underwater",
818
+ "shot.set.bar-counter",
819
+ "shot.set.bar-interior",
820
+ "shot.set.casino",
821
+ "shot.set.church-interior",
822
+ "shot.set.diner-interior",
823
+ "shot.set.nightclub",
824
+ "shot.set.poker-table",
825
+ "shot.set.restaurant-interior",
826
+ "shot.set.strip-club",
827
+ "shot.set.theatre-interior",
828
+ "shot.set.bathroom-private",
829
+ "shot.set.bathroom-public",
830
+ "shot.set.bathroom-shower",
831
+ "shot.set.bathtub",
832
+ "shot.set.bedroom",
833
+ "shot.set.dining-room",
834
+ "shot.set.house-interior",
835
+ "shot.set.kitchen",
836
+ "shot.set.living-room",
837
+ "shot.set.mansion-interior",
838
+ "shot.set.palace-interior",
839
+ "shot.set.refridgerator",
840
+ "shot.set.study-room",
841
+ "shot.set.walk-in-closet",
842
+ "shot.set.classroom",
843
+ "shot.set.command-center",
844
+ "shot.set.courtroom",
845
+ "shot.set.courtroom-judge-bench",
846
+ "shot.set.courtroom-witness-stand",
847
+ "shot.set.dressing-room",
848
+ "shot.set.factory-interior",
849
+ "shot.set.hospital",
850
+ "shot.set.hospital-bedroom",
851
+ "shot.set.interrogation-room",
852
+ "shot.set.laboratory-regular",
853
+ "shot.set.library",
854
+ "shot.set.office-at-desk",
855
+ "shot.set.office-conference-room",
856
+ "shot.set.office-cubicle",
857
+ "shot.set.office-interior",
858
+ "shot.set.open-office",
859
+ "shot.set.prison-cell",
860
+ "shot.set.prison-interior",
861
+ "shot.set.prison-phone-booth",
862
+ "shot.set.store-clothing",
863
+ "shot.set.store-grocery",
864
+ "shot.set.store-miscellaneous-interior",
865
+ "shot.set.studio-art",
866
+ "shot.set.american-football-field",
867
+ "shot.set.baseball-field",
868
+ "shot.set.basketball-court",
869
+ "shot.set.boxing-ring",
870
+ "shot.set.football-field",
871
+ "shot.set.ice-hockey-rink",
872
+ "shot.set.race-track",
873
+ "shot.set.swimming-pool",
874
+ "shot.set.tennis-court",
875
+ "shot.set.airport-interior",
876
+ "shot.set.subway-station-interior",
877
+ "shot.set.train-station-interior",
878
+ "shot.set.train-station-platform",
879
+ "shot.set.airplane-cabin",
880
+ "shot.set.bus-interior",
881
+ "shot.set.car-interior",
882
+ "shot.set.car-interior-from-outside",
883
+ "shot.set.cockpit",
884
+ "shot.set.on-ship",
885
+ "shot.set.spacecraft-interior",
886
+ "shot.set.subway-train-interior",
887
+ "shot.set.train-interior",
888
+ "shot.set.na",
889
+ "shot.set-miscellaneous.aisle",
890
+ "shot.set-miscellaneous.bed",
891
+ "shot.set-miscellaneous.doorway",
892
+ "shot.set-miscellaneous.entrance-interior",
893
+ "shot.set-miscellaneous.fireplace",
894
+ "shot.set-miscellaneous.hallway",
895
+ "shot.set-miscellaneous.stage",
896
+ "shot.set-miscellaneous.staircase",
897
+ "shot.set-miscellaneous.window",
898
+ "shot.set-miscellaneous.city",
899
+ "shot.set-miscellaneous.driveway",
900
+ "shot.set-miscellaneous.road",
901
+ "shot.set-miscellaneous.rural",
902
+ "shot.set-miscellaneous.settlement",
903
+ "shot.set-miscellaneous.sidewalk",
904
+ "shot.set-miscellaneous.street",
905
+ "shot.set-miscellaneous.train-tracks",
906
+ "shot.set-miscellaneous.field",
907
+ "shot.set-miscellaneous.hill",
908
+ "shot.set-miscellaneous.lake",
909
+ "shot.set-miscellaneous.mountain",
910
+ "shot.set-miscellaneous.shore",
911
+ "shot.set-miscellaneous.waterbody",
912
+ "shot.set-miscellaneous.auditorium",
913
+ "shot.set-miscellaneous.ice-rink",
914
+ "shot.set-miscellaneous.indoor-stadium",
915
+ "shot.set-miscellaneous.pool-table",
916
+ "shot.set-miscellaneous.spectators",
917
+ "shot.set-miscellaneous.stadium",
918
+ "shot.set-miscellaneous.aircraft-exterior",
919
+ "shot.set-miscellaneous.airplane-exterior",
920
+ "shot.set-miscellaneous.bicycle-exterior",
921
+ "shot.set-miscellaneous.big-vehicle-exterior",
922
+ "shot.set-miscellaneous.bike-exterior",
923
+ "shot.set-miscellaneous.boat-exterior",
924
+ "shot.set-miscellaneous.bus-exterior",
925
+ "shot.set-miscellaneous.car-exterior",
926
+ "shot.set-miscellaneous.helicopter-exterior",
927
+ "shot.set-miscellaneous.ship-exterior",
928
+ "shot.set-miscellaneous.spacecraft-exterior",
929
+ "shot.set-miscellaneous.train-exterior",
930
+ "shot.set-miscellaneous.truck-exterior",
931
+ "shot.set-miscellaneous.two-wheeler",
932
+ "shot.set-miscellaneous.vehicle-aquatic",
933
+ "shot.set-miscellaneous.vehicle-grounded-exterior",
934
+ "shot.subject.animal",
935
+ "shot.subject.body",
936
+ "shot.subject.face",
937
+ "shot.subject.feet",
938
+ "shot.subject.hands",
939
+ "shot.subject.location",
940
+ "shot.subject.person",
941
+ "shot.subject.prop",
942
+ "shot.subject.text",
943
+ "shot.subject.vehicle",
944
+ "shot.time-of-day.dawn-dusk",
945
+ "shot.time-of-day.day",
946
+ "shot.time-of-day.night",
947
+ "shot.time-of-day.sunrise-sunset",
948
+ "shot.time-of-day.na",
949
+ "shot.type.cleansingle",
950
+ "shot.type.twoshot",
951
+ "shot.type.threeshot",
952
+ "shot.type.fourshot",
953
+ "shot.type.group",
954
+ "shot.type.insert",
955
+ "shot.type.na",
956
+ "shot.type.crowd.likelihood",
957
+ "shot.type.over-the-shoulder.likelihood",
958
+ "texture.banded",
959
+ "texture.blotchy",
960
+ "texture.braided",
961
+ "texture.bubbly",
962
+ "texture.bumpy",
963
+ "texture.chequered",
964
+ "texture.cobwebbed",
965
+ "texture.cracked",
966
+ "texture.crosshatched",
967
+ "texture.crystalline",
968
+ "texture.dotted",
969
+ "texture.fibrous",
970
+ "texture.flecked",
971
+ "texture.frilly",
972
+ "texture.gauzy",
973
+ "texture.grid",
974
+ "texture.grooved",
975
+ "texture.honeycombed",
976
+ "texture.interlaced",
977
+ "texture.knitted",
978
+ "texture.lacelike",
979
+ "texture.lined",
980
+ "texture.marbled",
981
+ "texture.matted",
982
+ "texture.meshed",
983
+ "texture.paisley",
984
+ "texture.perforated",
985
+ "texture.pitted",
986
+ "texture.pleated",
987
+ "texture.porous",
988
+ "texture.potholed",
989
+ "texture.scaly",
990
+ "texture.smeared",
991
+ "texture.spiralled",
992
+ "texture.sprinkled",
993
+ "texture.stained",
994
+ "texture.stratified",
995
+ "texture.striped",
996
+ "texture.studded",
997
+ "texture.swirly",
998
+ "texture.veined",
999
+ "texture.waffled",
1000
+ "texture.woven",
1001
+ "texture.wrinkled",
1002
+ "texture.zigzagged"
1003
+ ],
1004
+ "probabilities_meta": {
1005
+ "color.contrast.low": {
1006
+ "title": "Low Color Contrast",
1007
+ "aliases": [
1008
+ "low colour contrast"
1009
+ ],
1010
+ "description": ""
1011
+ },
1012
+ "color.contrast.neutral": {
1013
+ "title": "Neutral Color Contrast",
1014
+ "aliases": [
1015
+ "neutral colour contrast"
1016
+ ],
1017
+ "description": ""
1018
+ },
1019
+ "color.contrast.high": {
1020
+ "title": "High Color Contrast",
1021
+ "aliases": [
1022
+ "high colour contrast"
1023
+ ],
1024
+ "description": ""
1025
+ },
1026
+ "color.key.blue": {
1027
+ "title": "Blue Screen",
1028
+ "aliases": [],
1029
+ "description": ""
1030
+ },
1031
+ "color.key.green": {
1032
+ "title": "Green Screen",
1033
+ "aliases": [],
1034
+ "description": ""
1035
+ },
1036
+ "color.key.luma": {
1037
+ "title": "Luma Key",
1038
+ "aliases": [],
1039
+ "description": ""
1040
+ },
1041
+ "color.key.matte": {
1042
+ "title": "Matte Key",
1043
+ "aliases": [],
1044
+ "description": ""
1045
+ },
1046
+ "color.key.na": {
1047
+ "title": "NA",
1048
+ "aliases": [],
1049
+ "description": ""
1050
+ },
1051
+ "color.saturation.desaturated": {
1052
+ "title": "Desaturated colors",
1053
+ "aliases": [
1054
+ "muted colors",
1055
+ "muted colours",
1056
+ "desaturated colours",
1057
+ "de-saturated colors",
1058
+ "de-saturated colours"
1059
+ ],
1060
+ "description": ""
1061
+ },
1062
+ "color.saturation.neutral": {
1063
+ "title": "Neutral color saturation",
1064
+ "aliases": [
1065
+ "neutral colour saturation",
1066
+ "neutral saturation",
1067
+ "neutral colors"
1068
+ ],
1069
+ "description": ""
1070
+ },
1071
+ "color.saturation.saturated": {
1072
+ "title": "Saturated colors",
1073
+ "aliases": [
1074
+ "saturated colours",
1075
+ "bright colors"
1076
+ ],
1077
+ "description": ""
1078
+ },
1079
+ "color.theory.analagous": {
1080
+ "title": "Analogous colors",
1081
+ "aliases": [
1082
+ "analogous colours",
1083
+ "analogous color scheme",
1084
+ "analogous colour scheme",
1085
+ "analogous color palette",
1086
+ "analogous colour palette"
1087
+ ],
1088
+ "description": ""
1089
+ },
1090
+ "color.theory.complementary": {
1091
+ "title": "Complementary colors",
1092
+ "aliases": [
1093
+ "complementary colours",
1094
+ "complementary color scheme",
1095
+ "complementary colour scheme",
1096
+ "complementary color palette",
1097
+ "complementary colour palette"
1098
+ ],
1099
+ "description": ""
1100
+ },
1101
+ "color.theory.monochrome": {
1102
+ "title": "Monochromatic colors",
1103
+ "aliases": [
1104
+ "monochromatic",
1105
+ "monochromatic colours",
1106
+ "monochromatic color scheme",
1107
+ "monochromatic color palette"
1108
+ ],
1109
+ "description": ""
1110
+ },
1111
+ "color.tones.blackwhite": {
1112
+ "title": "Black and White",
1113
+ "aliases": [
1114
+ "black and white colors",
1115
+ "black and white colours",
1116
+ "black and white color tones",
1117
+ "black and white colour tones",
1118
+ "b&w colors",
1119
+ "b&w colours",
1120
+ "grayscale colors",
1121
+ "grayscale colours"
1122
+ ],
1123
+ "description": ""
1124
+ },
1125
+ "color.tones.cool": {
1126
+ "title": "Cool color tones",
1127
+ "aliases": [
1128
+ "cool colors",
1129
+ "cool colours",
1130
+ "cool color tonality",
1131
+ "cool colour tonality",
1132
+ "cool color tone",
1133
+ "cool colour tone",
1134
+ "cool tones"
1135
+ ],
1136
+ "description": ""
1137
+ },
1138
+ "color.tones.mixed": {
1139
+ "title": "Mixed color tones",
1140
+ "aliases": [
1141
+ "mixed colors",
1142
+ "mixed colours",
1143
+ "mixed color tonality",
1144
+ "mixed colour tonality",
1145
+ "mixed color tones",
1146
+ "mixed colour tones",
1147
+ "mixed tones"
1148
+ ],
1149
+ "description": ""
1150
+ },
1151
+ "color.tones.neutral": {
1152
+ "title": "Neutral color tones",
1153
+ "aliases": [
1154
+ "neutral tones",
1155
+ "neutral tonality",
1156
+ "neutral color tone",
1157
+ "neutral colour tone"
1158
+ ],
1159
+ "description": ""
1160
+ },
1161
+ "color.tones.warm": {
1162
+ "title": "Warm color tones",
1163
+ "aliases": [
1164
+ "warm colors",
1165
+ "warm colours",
1166
+ "warm color tonality",
1167
+ "warm color tones",
1168
+ "warm tones"
1169
+ ],
1170
+ "description": ""
1171
+ },
1172
+ "shot.angle.overhead": {
1173
+ "title": "Overhead",
1174
+ "aliases": [
1175
+ "overhead angle",
1176
+ "overhead shot",
1177
+ "Bird's Eye View",
1178
+ "God's Eye View",
1179
+ "camera looking down at the subject"
1180
+ ],
1181
+ "description": ""
1182
+ },
1183
+ "shot.angle.high-obvious": {
1184
+ "title": "High Angle",
1185
+ "aliases": [
1186
+ "high camera angle"
1187
+ ],
1188
+ "description": ""
1189
+ },
1190
+ "shot.angle.high-subtle": {
1191
+ "title": "Subtle High Angle",
1192
+ "aliases": [
1193
+ "subtle high camera angle"
1194
+ ],
1195
+ "description": ""
1196
+ },
1197
+ "shot.angle.level": {
1198
+ "title": "Level Angle",
1199
+ "aliases": [
1200
+ "levelled camera angle",
1201
+ "no camera tilt"
1202
+ ],
1203
+ "description": ""
1204
+ },
1205
+ "shot.angle.low-subtle": {
1206
+ "title": "Subtle Low Angle",
1207
+ "aliases": [
1208
+ "subtle low camera angle"
1209
+ ],
1210
+ "description": ""
1211
+ },
1212
+ "shot.angle.low-obvious": {
1213
+ "title": "Low Angle",
1214
+ "aliases": [
1215
+ "low camera angle"
1216
+ ],
1217
+ "description": ""
1218
+ },
1219
+ "shot.angle.reverse-overhead": {
1220
+ "title": "Reverse Overhead angle",
1221
+ "aliases": [
1222
+ "camera looking upwards",
1223
+ "camera looking up",
1224
+ "reverse overhead shot",
1225
+ "reverse overhead"
1226
+ ],
1227
+ "description": ""
1228
+ },
1229
+ "shot.angle.na": {
1230
+ "title": "NA",
1231
+ "aliases": [],
1232
+ "description": ""
1233
+ },
1234
+ "shot.composition.balanced": {
1235
+ "title": "Balanced composition",
1236
+ "aliases": [
1237
+ "balanced frame",
1238
+ "balanced shot"
1239
+ ],
1240
+ "description": ""
1241
+ },
1242
+ "shot.composition.center": {
1243
+ "title": "Centered composition",
1244
+ "aliases": [
1245
+ "center composition",
1246
+ "subject in the center"
1247
+ ],
1248
+ "description": ""
1249
+ },
1250
+ "shot.composition.left": {
1251
+ "title": "Left-Heavy composition",
1252
+ "aliases": [
1253
+ "subject on the left side",
1254
+ "left heavy composition",
1255
+ "visual weight on the left"
1256
+ ],
1257
+ "description": ""
1258
+ },
1259
+ "shot.composition.right": {
1260
+ "title": "Right-Heavy composition",
1261
+ "aliases": [
1262
+ "subject on the right side",
1263
+ "right heavy composition",
1264
+ "visual weight on the right"
1265
+ ],
1266
+ "description": ""
1267
+ },
1268
+ "shot.composition.na": {
1269
+ "title": "NA",
1270
+ "aliases": [],
1271
+ "description": ""
1272
+ },
1273
+ "shot.composition.symmetric.likelihood": {
1274
+ "title": "Symmetric composition",
1275
+ "aliases": ["symmetric"],
1276
+ "description": ""
1277
+ },
1278
+ "shot.content-rating.nsfw-explosions-collisions": {
1279
+ "title": "Explosions and Collisions",
1280
+ "aliases": [],
1281
+ "description": ""
1282
+ },
1283
+ "shot.content-rating.nsfw-nudity": {
1284
+ "title": "NSFW: Nudity",
1285
+ "aliases": [],
1286
+ "description": ""
1287
+ },
1288
+ "shot.content-rating.nsfw-violence": {
1289
+ "title": "NSFW: Violence",
1290
+ "aliases": [],
1291
+ "description": ""
1292
+ },
1293
+ "shot.content-rating.sfw": {
1294
+ "title": "Safe for Work",
1295
+ "aliases": [
1296
+ "SFW"
1297
+ ],
1298
+ "description": ""
1299
+ },
1300
+ "shot.content-rating.na": {
1301
+ "title": "NA",
1302
+ "aliases": [],
1303
+ "description": ""
1304
+ },
1305
+ "shot.focus.deep": {
1306
+ "title": "Deep Focus",
1307
+ "aliases": [
1308
+ "Deep Depth of Field"
1309
+ ],
1310
+ "description": ""
1311
+ },
1312
+ "shot.focus.neutral": {
1313
+ "title": "Neutral Focus",
1314
+ "aliases": [
1315
+ "neutral depth of field"
1316
+ ],
1317
+ "description": ""
1318
+ },
1319
+ "shot.focus.shallow": {
1320
+ "title": "Shallow Focus",
1321
+ "aliases": [
1322
+ "Shallow Depth of Field",
1323
+ "Narrow Focus",
1324
+ "Narrow Depth of Field"
1325
+ ],
1326
+ "description": ""
1327
+ },
1328
+ "shot.focus.out": {
1329
+ "title": "Out of Focus",
1330
+ "aliases": [
1331
+ "blurry shot",
1332
+ "camera out of focus"
1333
+ ],
1334
+ "description": ""
1335
+ },
1336
+ "shot.focus.na": {
1337
+ "title": "NA",
1338
+ "aliases": [],
1339
+ "description": ""
1340
+ },
1341
+ "shot.framing.extreme-wide": {
1342
+ "title": "Extreme-Wide framing",
1343
+ "aliases": [
1344
+ "extreme wide framing",
1345
+ "extreme-wide shot",
1346
+ "extreme wide shot"
1347
+ ],
1348
+ "description": ""
1349
+ },
1350
+ "shot.framing.wide": {
1351
+ "title": "Wide framing",
1352
+ "aliases": [
1353
+ "wide shot"
1354
+ ],
1355
+ "description": ""
1356
+ },
1357
+ "shot.framing.full": {
1358
+ "title": "Full framing",
1359
+ "aliases": [
1360
+ "Long framing",
1361
+ "full shot"
1362
+ ],
1363
+ "description": ""
1364
+ },
1365
+ "shot.framing.medium-wide": {
1366
+ "title": "Medium-Wide framing",
1367
+ "aliases": [
1368
+ "medium wide",
1369
+ "medium-wide",
1370
+ "Medium-Long framing",
1371
+ "medium long shot",
1372
+ "medium long framing",
1373
+ "medium wide shot",
1374
+ "medium wide framing",
1375
+ "Cowboy framing",
1376
+ ""
1377
+ ],
1378
+ "description": ""
1379
+ },
1380
+ "shot.framing.medium": {
1381
+ "title": "Medium framing",
1382
+ "aliases": [
1383
+ "medium shot"
1384
+ ],
1385
+ "description": ""
1386
+ },
1387
+ "shot.framing.medium-closeup": {
1388
+ "title": "Medium-Closeup framing",
1389
+ "aliases": [
1390
+ "medium-closeup",
1391
+ "medium closeup shot",
1392
+ "medium closeup framing"
1393
+ ],
1394
+ "description": ""
1395
+ },
1396
+ "shot.framing.closeup": {
1397
+ "title": "Closeup framing",
1398
+ "aliases": [
1399
+ "closeup"
1400
+ ],
1401
+ "description": ""
1402
+ },
1403
+ "shot.framing.extreme-closeup-face": {
1404
+ "title": "Extreme-Closeup of a face",
1405
+ "aliases": [
1406
+ "extreme-closeup",
1407
+ "extreme closeup",
1408
+ "extreme closeup of a face"
1409
+ ],
1410
+ "description": ""
1411
+ },
1412
+ "shot.framing.extreme-closeup-face-macro-eyes-dual": {
1413
+ "title": "Extreme-Closeup of two eyes",
1414
+ "aliases": [
1415
+ "Macro shot of two eyes"
1416
+ ],
1417
+ "description": ""
1418
+ },
1419
+ "shot.framing.extreme-closeup-face-macro-eye-single": {
1420
+ "title": "Extreme-Closeup of an eye",
1421
+ "aliases": [
1422
+ "Extreme closeup of an eye",
1423
+ "Macro shot of an eye",
1424
+ "Macro shot of one eye",
1425
+ "extreme-closeup of one eye"
1426
+ ],
1427
+ "description": ""
1428
+ },
1429
+ "shot.framing.extreme-closeup-face-macro-mouth": {
1430
+ "title": "Extreme-Closeup of a mouth",
1431
+ "aliases": [
1432
+ "Extreme Closeup of a mouth",
1433
+ "Macro shot of a mouth"
1434
+ ],
1435
+ "description": ""
1436
+ },
1437
+ "shot.framing.extreme-closeup-hands": {
1438
+ "title": "Extreme-Closeup of hands",
1439
+ "aliases": [
1440
+ "Extreme Closeup of hands"
1441
+ ],
1442
+ "description": ""
1443
+ },
1444
+ "shot.framing.extreme-closeup-body": {
1445
+ "title": "Extreme-Closeup of the human body",
1446
+ "aliases": [
1447
+ "Extreme Closeup of the human body"
1448
+ ],
1449
+ "description": ""
1450
+ },
1451
+ "shot.framing.extreme-closeup-prop": {
1452
+ "title": "Extreme-Closeup of a prop",
1453
+ "aliases": [
1454
+ "extreme closeup of an object",
1455
+ "extreme-closeup of an object"
1456
+ ],
1457
+ "description": ""
1458
+ },
1459
+ "shot.framing.na": {
1460
+ "title": "NA",
1461
+ "aliases": [],
1462
+ "description": ""
1463
+ },
1464
+ "shot.height.aerial": {
1465
+ "title": "Aerial",
1466
+ "aliases": [
1467
+ "Aerial perspective",
1468
+ "aerial POV"
1469
+ ],
1470
+ "description": ""
1471
+ },
1472
+ "shot.height.elevated": {
1473
+ "title": "Elevated height",
1474
+ "aliases": [
1475
+ "camera at an elevated height",
1476
+ "elevated camera"
1477
+ ],
1478
+ "description": ""
1479
+ },
1480
+ "shot.height.above-subject": {
1481
+ "title": "Camera Above The Subject",
1482
+ "aliases": [],
1483
+ "description": ""
1484
+ },
1485
+ "shot.height.eye-level": {
1486
+ "title": "Camera At Eye Level",
1487
+ "aliases": [
1488
+ "eye level",
1489
+ "eye level shot",
1490
+ "eye-level shot",
1491
+ "camera at eye level",
1492
+ "camera at eye-level",
1493
+ "camera at the subject's eye level"
1494
+ ],
1495
+ "description": ""
1496
+ },
1497
+ "shot.height.below-subject": {
1498
+ "title": "Camera Below The Subject",
1499
+ "aliases": [],
1500
+ "description": ""
1501
+ },
1502
+ "shot.height.ground-level": {
1503
+ "title": "Camera At Ground Level",
1504
+ "aliases": [
1505
+ "camera at floor level",
1506
+ "floor level shot",
1507
+ "ground level shot",
1508
+ "camera on the ground",
1509
+ "camera on the floor"
1510
+ ],
1511
+ "description": ""
1512
+ },
1513
+ "shot.height.na": {
1514
+ "title": "NA",
1515
+ "aliases": [],
1516
+ "description": ""
1517
+ },
1518
+ "shot.lens-size.fisheye-ultrawide": {
1519
+ "title": "Fisheye / Ultrawide Lens",
1520
+ "aliases": [
1521
+ "fish-eye / ultrawide lens"
1522
+ ],
1523
+ "description": ""
1524
+ },
1525
+ "shot.lens-size.wide": {
1526
+ "title": "Wide Lens",
1527
+ "aliases": [],
1528
+ "description": ""
1529
+ },
1530
+ "shot.lens-size.medium": {
1531
+ "title": "Medium Lens",
1532
+ "aliases": [],
1533
+ "description": ""
1534
+ },
1535
+ "shot.lens-size.long": {
1536
+ "title": "Long Lens",
1537
+ "aliases": [],
1538
+ "description": ""
1539
+ },
1540
+ "shot.lens-size.telephoto": {
1541
+ "title": "Telephoto Lens",
1542
+ "aliases": ["Zoom Lens"],
1543
+ "description": ""
1544
+ },
1545
+ "shot.lens-size.na": {
1546
+ "title": "",
1547
+ "aliases": [],
1548
+ "description": ""
1549
+ },
1550
+ "shot.level.tilted.likelihood": {
1551
+ "title": "Dutch Angle",
1552
+ "aliases": [
1553
+ "tilted camera",
1554
+ "tilted shot",
1555
+ "dutch-angle",
1556
+ "dutch-angle shot",
1557
+ "Dutch Angle shot",
1558
+ "Canted shot"
1559
+ ],
1560
+ "description": ""
1561
+ },
1562
+ "shot.lighting.cast.soft": {
1563
+ "title": "Soft lighting cast",
1564
+ "aliases": [
1565
+ "soft lighting"
1566
+ ],
1567
+ "description": ""
1568
+ },
1569
+ "shot.lighting.cast.neutral": {
1570
+ "title": "Neutral lighting cast",
1571
+ "aliases": [],
1572
+ "description": ""
1573
+ },
1574
+ "shot.lighting.cast.hard": {
1575
+ "title": "Hard lighting cast",
1576
+ "aliases": [
1577
+ "hard lighting",
1578
+ "harsh lighting",
1579
+ "harsh lighting cast",
1580
+ "hard lighting cast"
1581
+ ],
1582
+ "description": ""
1583
+ },
1584
+ "shot.lighting.cast.na": {
1585
+ "title": "NA",
1586
+ "aliases": [],
1587
+ "description": ""
1588
+ },
1589
+ "shot.lighting.contrast.high": {
1590
+ "title": "High contrast lighting",
1591
+ "aliases": [
1592
+ "high lighting contrast"
1593
+ ],
1594
+ "description": ""
1595
+ },
1596
+ "shot.lighting.contrast.low": {
1597
+ "title": "Low contrast lighting",
1598
+ "aliases": [
1599
+ "low lighting contrast"
1600
+ ],
1601
+ "description": ""
1602
+ },
1603
+ "shot.lighting.contrast.neutral": {
1604
+ "title": "Neutral contrast lighting",
1605
+ "aliases": [],
1606
+ "description": ""
1607
+ },
1608
+ "shot.lighting.contrast.na": {
1609
+ "title": "NA",
1610
+ "aliases": [],
1611
+ "description": ""
1612
+ },
1613
+ "shot.lighting.direction.ambient": {
1614
+ "title": "Ambient lighting",
1615
+ "aliases": [],
1616
+ "description": ""
1617
+ },
1618
+ "shot.lighting.direction.back": {
1619
+ "title": "Backlit",
1620
+ "aliases": [
1621
+ "back lighting",
1622
+ "backlit lighting",
1623
+ "light behind the subject",
1624
+ "back lighting"
1625
+ ],
1626
+ "description": ""
1627
+ },
1628
+ "shot.lighting.direction.front": {
1629
+ "title": "Frontlit",
1630
+ "aliases": [
1631
+ "front lighting",
1632
+ "light in front of the subject",
1633
+ "light source in front of the subject"
1634
+ ],
1635
+ "description": ""
1636
+ },
1637
+ "shot.lighting.direction.left": {
1638
+ "title": "Left lighting",
1639
+ "aliases": [
1640
+ "left-lit",
1641
+ "Side lighting",
1642
+ "Sidelit lighting",
1643
+ "sidelit",
1644
+ "light coming from the left",
1645
+ "light coming from the left side",
1646
+ "light coming from the left of the subject",
1647
+ "light coming from the left side of the subject",
1648
+ "light coming from the side",
1649
+ "primary light source on the left",
1650
+ "primary light source on the left side",
1651
+ "primary light source on the side"
1652
+ ],
1653
+ "description": ""
1654
+ },
1655
+ "shot.lighting.direction.right": {
1656
+ "title": "Right lighting",
1657
+ "aliases": [
1658
+ "right-lit",
1659
+ "Side lighting",
1660
+ "Sidelit lighting",
1661
+ "sidelit",
1662
+ "light coming from the right",
1663
+ "light coming from the right side",
1664
+ "light coming from the right of the subject",
1665
+ "light coming from the right side of the subject",
1666
+ "light coming from the side",
1667
+ "primary light source on the right",
1668
+ "primary light source on the right side",
1669
+ "primary light source on the side"
1670
+ ],
1671
+ "description": ""
1672
+ },
1673
+ "shot.lighting.direction.top": {
1674
+ "title": "Top lighting",
1675
+ "aliases": [
1676
+ "top lit",
1677
+ "lit from the top",
1678
+ "light coming from the top",
1679
+ "light coming from on top of the subject",
1680
+ "primary lighting source on the top",
1681
+ "primary lighting source on the top of the subject"
1682
+ ],
1683
+ "description": ""
1684
+ },
1685
+ "shot.lighting.direction.under": {
1686
+ "title": "Underlit lighting",
1687
+ "aliases": [
1688
+ "underlit",
1689
+ "light coming from below",
1690
+ "light coming from below the subject"
1691
+ ],
1692
+ "description": ""
1693
+ },
1694
+ "shot.lighting.edge.likelihood": {
1695
+ "title": "Edge lighting",
1696
+ "aliases": [
1697
+ "edgelit",
1698
+ "edge-lit"
1699
+ ],
1700
+ "description": ""
1701
+ },
1702
+ "shot.lighting.silhouette.likelihood": {
1703
+ "title": "Silhouette lighting",
1704
+ "aliases": [
1705
+ "silhouette"
1706
+ ],
1707
+ "description": ""
1708
+ },
1709
+ "shot.location.exterior": {
1710
+ "title": "Exterior",
1711
+ "aliases": [
1712
+ "outdoors"
1713
+ ],
1714
+ "description": ""
1715
+ },
1716
+ "shot.location.interior": {
1717
+ "title": "Interior",
1718
+ "aliases": [
1719
+ "indoors"
1720
+ ],
1721
+ "description": ""
1722
+ },
1723
+ "shot.location.na": {
1724
+ "title": "NA",
1725
+ "aliases": [],
1726
+ "description": ""
1727
+ },
1728
+ "shot.set.apartment-exterior": {
1729
+ "title": "Apartment Building",
1730
+ "aliases": [],
1731
+ "description": ""
1732
+ },
1733
+ "shot.set.church-exterior": {
1734
+ "title": "Church Building",
1735
+ "aliases": [],
1736
+ "description": ""
1737
+ },
1738
+ "shot.set.factory-exterior": {
1739
+ "title": "Factory Building",
1740
+ "aliases": [],
1741
+ "description": ""
1742
+ },
1743
+ "shot.set.house-exterior": {
1744
+ "title": "House Building",
1745
+ "aliases": [],
1746
+ "description": ""
1747
+ },
1748
+ "shot.set.lighthouse": {
1749
+ "title": "Lighthouse",
1750
+ "aliases": [],
1751
+ "description": ""
1752
+ },
1753
+ "shot.set.mansion-exterior": {
1754
+ "title": "Mansion Building",
1755
+ "aliases": [],
1756
+ "description": ""
1757
+ },
1758
+ "shot.set.office-exterior": {
1759
+ "title": "Office Building",
1760
+ "aliases": [],
1761
+ "description": ""
1762
+ },
1763
+ "shot.set.skyscraper": {
1764
+ "title": "Skyscraper",
1765
+ "aliases": [],
1766
+ "description": ""
1767
+ },
1768
+ "shot.set.store-exterior": {
1769
+ "title": "Store Building",
1770
+ "aliases": [],
1771
+ "description": ""
1772
+ },
1773
+ "shot.set.airstrip": {
1774
+ "title": "Airstrip",
1775
+ "aliases": [],
1776
+ "description": ""
1777
+ },
1778
+ "shot.set.alley": {
1779
+ "title": "Alley",
1780
+ "aliases": [],
1781
+ "description": ""
1782
+ },
1783
+ "shot.set.bridge": {
1784
+ "title": "Bridge",
1785
+ "aliases": [],
1786
+ "description": ""
1787
+ },
1788
+ "shot.set.entrance-exterior": {
1789
+ "title": "Entrance Exterior",
1790
+ "aliases": [],
1791
+ "description": ""
1792
+ },
1793
+ "shot.set.gas-station": {
1794
+ "title": "Gas Station",
1795
+ "aliases": [],
1796
+ "description": ""
1797
+ },
1798
+ "shot.set.highway": {
1799
+ "title": "Highway",
1800
+ "aliases": [],
1801
+ "description": ""
1802
+ },
1803
+ "shot.set.parking-lot": {
1804
+ "title": "Parking Lot",
1805
+ "aliases": [],
1806
+ "description": ""
1807
+ },
1808
+ "shot.set.path": {
1809
+ "title": "Path",
1810
+ "aliases": [],
1811
+ "description": ""
1812
+ },
1813
+ "shot.set.phone-booth": {
1814
+ "title": "Phone Booth",
1815
+ "aliases": [],
1816
+ "description": ""
1817
+ },
1818
+ "shot.set.rooftop": {
1819
+ "title": "Rooftop",
1820
+ "aliases": [],
1821
+ "description": ""
1822
+ },
1823
+ "shot.set.runway": {
1824
+ "title": "Runway",
1825
+ "aliases": [],
1826
+ "description": ""
1827
+ },
1828
+ "shot.set.sewer": {
1829
+ "title": "Sewer",
1830
+ "aliases": [],
1831
+ "description": ""
1832
+ },
1833
+ "shot.set.terrace": {
1834
+ "title": "Terrace",
1835
+ "aliases": [],
1836
+ "description": ""
1837
+ },
1838
+ "shot.set.tunnel": {
1839
+ "title": "Tunnel",
1840
+ "aliases": [],
1841
+ "description": ""
1842
+ },
1843
+ "shot.set.under-bridge": {
1844
+ "title": "Under A Bridge",
1845
+ "aliases": [],
1846
+ "description": ""
1847
+ },
1848
+ "shot.set.beach": {
1849
+ "title": "Beach",
1850
+ "aliases": [],
1851
+ "description": ""
1852
+ },
1853
+ "shot.set.cave": {
1854
+ "title": "Cave",
1855
+ "aliases": [],
1856
+ "description": ""
1857
+ },
1858
+ "shot.set.desert": {
1859
+ "title": "Desert",
1860
+ "aliases": [],
1861
+ "description": ""
1862
+ },
1863
+ "shot.set.farm": {
1864
+ "title": "Farm",
1865
+ "aliases": [],
1866
+ "description": ""
1867
+ },
1868
+ "shot.set.forest": {
1869
+ "title": "Forest",
1870
+ "aliases": [],
1871
+ "description": ""
1872
+ },
1873
+ "shot.set.garden": {
1874
+ "title": "Garden",
1875
+ "aliases": [],
1876
+ "description": ""
1877
+ },
1878
+ "shot.set.golf-course": {
1879
+ "title": "Golf Course",
1880
+ "aliases": [],
1881
+ "description": ""
1882
+ },
1883
+ "shot.set.graveyard": {
1884
+ "title": "Graveyard",
1885
+ "aliases": [],
1886
+ "description": ""
1887
+ },
1888
+ "shot.set.lawn": {
1889
+ "title": "Lawn",
1890
+ "aliases": [],
1891
+ "description": ""
1892
+ },
1893
+ "shot.set.park": {
1894
+ "title": "Park",
1895
+ "aliases": [],
1896
+ "description": ""
1897
+ },
1898
+ "shot.set.sea": {
1899
+ "title": "Sea",
1900
+ "aliases": [],
1901
+ "description": ""
1902
+ },
1903
+ "shot.set.sky": {
1904
+ "title": "Sky",
1905
+ "aliases": [],
1906
+ "description": ""
1907
+ },
1908
+ "shot.set.space": {
1909
+ "title": "Space",
1910
+ "aliases": [],
1911
+ "description": ""
1912
+ },
1913
+ "shot.set.underwater": {
1914
+ "title": "Underwater",
1915
+ "aliases": [],
1916
+ "description": ""
1917
+ },
1918
+ "shot.set.bar-counter": {
1919
+ "title": "Bar Counter",
1920
+ "aliases": [],
1921
+ "description": ""
1922
+ },
1923
+ "shot.set.bar-interior": {
1924
+ "title": "Bar Interior",
1925
+ "aliases": [],
1926
+ "description": ""
1927
+ },
1928
+ "shot.set.casino": {
1929
+ "title": "Casino",
1930
+ "aliases": [],
1931
+ "description": ""
1932
+ },
1933
+ "shot.set.church-interior": {
1934
+ "title": "Church Interior",
1935
+ "aliases": [],
1936
+ "description": ""
1937
+ },
1938
+ "shot.set.diner-interior": {
1939
+ "title": "Diner Interior",
1940
+ "aliases": [],
1941
+ "description": ""
1942
+ },
1943
+ "shot.set.nightclub": {
1944
+ "title": "Nightclub",
1945
+ "aliases": [],
1946
+ "description": ""
1947
+ },
1948
+ "shot.set.poker-table": {
1949
+ "title": "Poker Table",
1950
+ "aliases": [],
1951
+ "description": ""
1952
+ },
1953
+ "shot.set.restaurant-interior": {
1954
+ "title": "Restaurant Interior",
1955
+ "aliases": [],
1956
+ "description": ""
1957
+ },
1958
+ "shot.set.strip-club": {
1959
+ "title": "Strip Club",
1960
+ "aliases": [],
1961
+ "description": ""
1962
+ },
1963
+ "shot.set.theatre-interior": {
1964
+ "title": "Theatre Interior",
1965
+ "aliases": [],
1966
+ "description": ""
1967
+ },
1968
+ "shot.set.bathroom-private": {
1969
+ "title": "Bathroom Private",
1970
+ "aliases": [],
1971
+ "description": ""
1972
+ },
1973
+ "shot.set.bathroom-public": {
1974
+ "title": "Bathroom Public",
1975
+ "aliases": [],
1976
+ "description": ""
1977
+ },
1978
+ "shot.set.bathroom-shower": {
1979
+ "title": "Bathroom Shower",
1980
+ "aliases": [],
1981
+ "description": ""
1982
+ },
1983
+ "shot.set.bathtub": {
1984
+ "title": "Bathtub",
1985
+ "aliases": [],
1986
+ "description": ""
1987
+ },
1988
+ "shot.set.bedroom": {
1989
+ "title": "Bedroom",
1990
+ "aliases": [],
1991
+ "description": ""
1992
+ },
1993
+ "shot.set.dining-room": {
1994
+ "title": "Dining Room",
1995
+ "aliases": [],
1996
+ "description": ""
1997
+ },
1998
+ "shot.set.house-interior": {
1999
+ "title": "House Interior",
2000
+ "aliases": [],
2001
+ "description": ""
2002
+ },
2003
+ "shot.set.kitchen": {
2004
+ "title": "Kitchen",
2005
+ "aliases": [],
2006
+ "description": ""
2007
+ },
2008
+ "shot.set.living-room": {
2009
+ "title": "Living Room",
2010
+ "aliases": [],
2011
+ "description": ""
2012
+ },
2013
+ "shot.set.mansion-interior": {
2014
+ "title": "Mansion Interior",
2015
+ "aliases": [],
2016
+ "description": ""
2017
+ },
2018
+ "shot.set.palace-interior": {
2019
+ "title": "Palace Interior",
2020
+ "aliases": [],
2021
+ "description": ""
2022
+ },
2023
+ "shot.set.refridgerator": {
2024
+ "title": "Refridgerator",
2025
+ "aliases": [],
2026
+ "description": ""
2027
+ },
2028
+ "shot.set.study-room": {
2029
+ "title": "Study Room",
2030
+ "aliases": [],
2031
+ "description": ""
2032
+ },
2033
+ "shot.set.walk-in-closet": {
2034
+ "title": "Walk In Closet",
2035
+ "aliases": [],
2036
+ "description": ""
2037
+ },
2038
+ "shot.set.classroom": {
2039
+ "title": "Classroom",
2040
+ "aliases": [],
2041
+ "description": ""
2042
+ },
2043
+ "shot.set.command-center": {
2044
+ "title": "Command Center",
2045
+ "aliases": [],
2046
+ "description": ""
2047
+ },
2048
+ "shot.set.courtroom": {
2049
+ "title": "Courtroom",
2050
+ "aliases": [],
2051
+ "description": ""
2052
+ },
2053
+ "shot.set.courtroom-judge-bench": {
2054
+ "title": "Courtroom Judge Bench",
2055
+ "aliases": [],
2056
+ "description": ""
2057
+ },
2058
+ "shot.set.courtroom-witness-stand": {
2059
+ "title": "Courtroom Witness Stand",
2060
+ "aliases": [],
2061
+ "description": ""
2062
+ },
2063
+ "shot.set.dressing-room": {
2064
+ "title": "Dressing Room",
2065
+ "aliases": [],
2066
+ "description": ""
2067
+ },
2068
+ "shot.set.factory-interior": {
2069
+ "title": "Factory Interior",
2070
+ "aliases": [],
2071
+ "description": ""
2072
+ },
2073
+ "shot.set.hospital": {
2074
+ "title": "Hospital",
2075
+ "aliases": [],
2076
+ "description": ""
2077
+ },
2078
+ "shot.set.hospital-bedroom": {
2079
+ "title": "Hospital Bedroom",
2080
+ "aliases": [],
2081
+ "description": ""
2082
+ },
2083
+ "shot.set.interrogation-room": {
2084
+ "title": "Interrogation Room",
2085
+ "aliases": [],
2086
+ "description": ""
2087
+ },
2088
+ "shot.set.laboratory-regular": {
2089
+ "title": "Laboratory Regular",
2090
+ "aliases": [],
2091
+ "description": ""
2092
+ },
2093
+ "shot.set.library": {
2094
+ "title": "Library",
2095
+ "aliases": [],
2096
+ "description": ""
2097
+ },
2098
+ "shot.set.office-at-desk": {
2099
+ "title": "Office At Desk",
2100
+ "aliases": [],
2101
+ "description": ""
2102
+ },
2103
+ "shot.set.office-conference-room": {
2104
+ "title": "Office Conference Room",
2105
+ "aliases": [],
2106
+ "description": ""
2107
+ },
2108
+ "shot.set.office-cubicle": {
2109
+ "title": "Office Cubicle",
2110
+ "aliases": [],
2111
+ "description": ""
2112
+ },
2113
+ "shot.set.office-interior": {
2114
+ "title": "Office Interior",
2115
+ "aliases": [],
2116
+ "description": ""
2117
+ },
2118
+ "shot.set.open-office": {
2119
+ "title": "Open Office",
2120
+ "aliases": [],
2121
+ "description": ""
2122
+ },
2123
+ "shot.set.prison-cell": {
2124
+ "title": "Prison Cell",
2125
+ "aliases": [],
2126
+ "description": ""
2127
+ },
2128
+ "shot.set.prison-interior": {
2129
+ "title": "Prison Interior",
2130
+ "aliases": [],
2131
+ "description": ""
2132
+ },
2133
+ "shot.set.prison-phone-booth": {
2134
+ "title": "Prison Phone Booth",
2135
+ "aliases": [],
2136
+ "description": ""
2137
+ },
2138
+ "shot.set.store-clothing": {
2139
+ "title": "Store Clothing",
2140
+ "aliases": [],
2141
+ "description": ""
2142
+ },
2143
+ "shot.set.store-grocery": {
2144
+ "title": "Store Grocery",
2145
+ "aliases": [],
2146
+ "description": ""
2147
+ },
2148
+ "shot.set.store-miscellaneous-interior": {
2149
+ "title": "Store Miscellaneous Interior",
2150
+ "aliases": [],
2151
+ "description": ""
2152
+ },
2153
+ "shot.set.studio-art": {
2154
+ "title": "Studio Art",
2155
+ "aliases": [],
2156
+ "description": ""
2157
+ },
2158
+ "shot.set.american-football-field": {
2159
+ "title": "American Football Field",
2160
+ "aliases": [],
2161
+ "description": ""
2162
+ },
2163
+ "shot.set.baseball-field": {
2164
+ "title": "Baseball Field",
2165
+ "aliases": [],
2166
+ "description": ""
2167
+ },
2168
+ "shot.set.basketball-court": {
2169
+ "title": "Basketball Court",
2170
+ "aliases": [],
2171
+ "description": ""
2172
+ },
2173
+ "shot.set.boxing-ring": {
2174
+ "title": "Boxing Ring",
2175
+ "aliases": [],
2176
+ "description": ""
2177
+ },
2178
+ "shot.set.football-field": {
2179
+ "title": "Football Field",
2180
+ "aliases": [],
2181
+ "description": ""
2182
+ },
2183
+ "shot.set.ice-hockey-rink": {
2184
+ "title": "Ice Hockey Rink",
2185
+ "aliases": [],
2186
+ "description": ""
2187
+ },
2188
+ "shot.set.race-track": {
2189
+ "title": "Race Track",
2190
+ "aliases": [],
2191
+ "description": ""
2192
+ },
2193
+ "shot.set.swimming-pool": {
2194
+ "title": "Swimming Pool",
2195
+ "aliases": [],
2196
+ "description": ""
2197
+ },
2198
+ "shot.set.tennis-court": {
2199
+ "title": "Tennis Court",
2200
+ "aliases": [],
2201
+ "description": ""
2202
+ },
2203
+ "shot.set.airport-interior": {
2204
+ "title": "Airport Interior",
2205
+ "aliases": [],
2206
+ "description": ""
2207
+ },
2208
+ "shot.set.subway-station-interior": {
2209
+ "title": "Subway Station Interior",
2210
+ "aliases": [],
2211
+ "description": ""
2212
+ },
2213
+ "shot.set.train-station-interior": {
2214
+ "title": "Train Station Interior",
2215
+ "aliases": [],
2216
+ "description": ""
2217
+ },
2218
+ "shot.set.train-station-platform": {
2219
+ "title": "Train Station Platform",
2220
+ "aliases": [],
2221
+ "description": ""
2222
+ },
2223
+ "shot.set.airplane-cabin": {
2224
+ "title": "Airplane Cabin",
2225
+ "aliases": [],
2226
+ "description": ""
2227
+ },
2228
+ "shot.set.bus-interior": {
2229
+ "title": "Bus Interior",
2230
+ "aliases": [],
2231
+ "description": ""
2232
+ },
2233
+ "shot.set.car-interior": {
2234
+ "title": "Car Interior",
2235
+ "aliases": [],
2236
+ "description": ""
2237
+ },
2238
+ "shot.set.car-interior-from-outside": {
2239
+ "title": "Car Interior From Outside",
2240
+ "aliases": [],
2241
+ "description": ""
2242
+ },
2243
+ "shot.set.cockpit": {
2244
+ "title": "Cockpit",
2245
+ "aliases": [],
2246
+ "description": ""
2247
+ },
2248
+ "shot.set.on-ship": {
2249
+ "title": "On Ship",
2250
+ "aliases": [],
2251
+ "description": ""
2252
+ },
2253
+ "shot.set.spacecraft-interior": {
2254
+ "title": "Spacecraft Interior",
2255
+ "aliases": [],
2256
+ "description": ""
2257
+ },
2258
+ "shot.set.subway-train-interior": {
2259
+ "title": "Subway Train Interior",
2260
+ "aliases": [],
2261
+ "description": ""
2262
+ },
2263
+ "shot.set.train-interior": {
2264
+ "title": "Train Interior",
2265
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LICENSE.md ADDED
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+ ### **CinemaCLIP OpenRAIL-M**
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+
README.md ADDED
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+ ---
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+ library_name: cinemaclip
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+ pipeline_tag: zero-shot-image-classification
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+ tags:
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+ - clip
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+ - vit
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+ - cinema
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+ - film
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+ - movies
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+ - multi-task
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+ - hybrid
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+ - cinematography
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+ - domain-specific
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+ - image-classification
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+ - zero-shot
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+ base_model: laion/CLIP-ViT-B-32-256x256-DataComp-s34B-b86K
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+ base_model_relation: finetune
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+ license: openrail
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+ license_link: LICENSE.md
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+ ---
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+
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+ # CinemaCLIP-1.0.0
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+
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+ **CinemaCLIP** is a [ViT-B-32-256](https://huggingface.co/laion/CLIP-ViT-B-32-256x256-DataComp-s34B-b86K) fine-tune specialized for understanding the visual language of cinema at a frame level. It is a hybrid CLIP model with 23 classifier heads that represent a comprehensive taxonomy built with domain experts. For more info, see our [launch blog post](https://www.ozu.ai/cinemaclip).
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+
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+ This repository ships three serialized forms of the same model:
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+ - **Torch** (`model.safetensors`) — load via the `cinemaclip` Python package.
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+ - **CoreML** (`ImageEncoder.mlmodel`, `ImageEncoder.mlpackage` and `TextEncoder.mlpackage`) — for on-device Apple Neural Engine inference.
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+ - **ONNX** (`ImageEncoder.onnx`, `TextEncoder.onnx`, plus `_fp16` variants) — for cross-platform inference.
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+
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+ ## Install
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+
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+ ```bash
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+ pip install cinemaclip # core
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+ pip install "cinemaclip[coreml]" # CoreML export/inference
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+ pip install "cinemaclip[onnx]" # ONNX export/inference
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+ ```
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+
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+ ## Usage (PyTorch)
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+
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+ ```python
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+ from PIL import Image
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+ from cinemaclip import CinemaCLIP
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+
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+ model = CinemaCLIP.from_pretrained("OZU-Technology/CinemaCLIP").eval()
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+
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+ # End-to-end classification on a PIL image
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+ image = Image.open("still.jpg").convert("RGB")
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+ predictions = model.predict_image(image)
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+ predictions["classifier_preds"] # Classifier predictions
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+ predictions["clip_image_embedding"]
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+
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+ # Just the image embedding
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+ x = model.preprocess(image).unsqueeze(0)
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+ image_embedding = model.encode_image(x, normalize=True) # [1, 512]
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+
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+ # Just the text embedding
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+ tokens = model.tokenizer(["a medium closeup of "])
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+ text_embedding = model.encode_text(tokens, normalize=True) # [1, 512]
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+ ```
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+
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+ The `CinemaCLIP.predict_image` method is demonstrative for how to get post-processed classifier outputs from the model. It is not super efficient or production ready, and must be treated as a reference above all else.
63
+
64
+ ## Usage (CoreML)
65
+
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+ ```python
67
+ import coremltools as ct
68
+ from PIL import Image
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+
70
+ img_encoder = ct.models.MLModel("ImageEncoder.mlpackage")
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+ # Input must be 256x256 RGB, resized with BICUBIC for parity with the released torch outputs.
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+ img = Image.open("still.jpg").convert("RGB").resize((256, 256), Image.Resampling.BICUBIC)
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+ out = img_encoder.predict({"Image": img})
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+ embedding = out["clip_image_embedding"] # [512]
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+ probabilities = out["probabilities"] # [101] — concat of 23 per-category outputs
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+
77
+ # TODO
78
+ text_encoder = ct.models.MLModel("TextEncoder.mlpackage")
79
+ ```
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+
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+ ## Usage (ONNX)
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+
83
+ ```python
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+ from PIL import Image
85
+ from onnxruntime import InferenceSession
86
+ from torchvision import transforms as T
87
+
88
+ img = Image.open("still.jpg").convert("RGB")
89
+ preprocess = T.Compose([
90
+ T.Resize((256, 256), interpolation=T.InterpolationMode.BICUBIC),
91
+ T.ToTensor(), # yields float tensor in [0, 1] — no mean/std normalization
92
+ ])
93
+ x = preprocess(img).unsqueeze(0).numpy()
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+
95
+ session = InferenceSession("ImageEncoder.onnx", providers=["CPUExecutionProvider"])
96
+ emb, probs = session.run(None, {"Image": x})
97
+ ```
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+
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+ ## Output structure
100
+
101
+ `probabilities` is a flat `[101]` vector — the concatenation of all 23 classifier heads' post-activation outputs. Label names and positions are in the shipped `CinemaNetSchema.json`:
102
+
103
+ ```python
104
+ import json
105
+ schema = json.load(open("CinemaNetSchema.json"))
106
+ label_names = schema["probabilities_labels"] # len == 101
107
+ ```
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+
109
+ The classifier heads are a mix of 3 types of classifiers:
110
+ - Single label (softmax activation)
111
+ - Multi label (sigmoid activation)
112
+ - Binary (sigmoid activation)
113
+
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+
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+ ## Evaluation
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+
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+ `CinemaCLIP` outperforms not only the largest existing CLIP models (up to 28x larger), but also leading VLMs in cinematic understanding tasks (we benchmarked against the leading `4B` VLMs).
118
+
119
+ Two inference modes are reported for CinemaCLIP:
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+ - **Classifier** — the shipped supervised heads on the CinemaCLIP image embedding.
121
+ - **0-shot** — zero-shot text/image similarity using CinemaCLIP's own text encoder.
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+
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+ | Category | CinemaCLIP 0-shot | CinemaCLIP Classifier | Qwen3.5-4B | Gemma4-4B | InternVL3.5-4B | Molmo2-4B | DFN ViT-H-14 | MetaCLIP PE-bigG | OpenAI ViT-L-14 | MobileCLIP-S1 | DFN ViT-L-14 | SigLIP2 SO400M | SigLIP2 ViT-gopt |
124
+ |---|--:|--:|--:|--:|--:|--:|--:|--:|--:|--:|--:|--:|--:|
125
+ | **Mean** | **83.2** | **87.7** | **57.6** | **56.7** | **55.3** | **55.3** | **45.9** | **45.2** | **44.8** | **44.2** | **39.0** | **38.7** | **36.5** |
126
+ | Color Contrast | 89.3 | 87.4 | 33.7 | 35.3 | 33.7 | 35.3 | 34.0 | 33.1 | 49.4 | 38.7 | 37.1 | 57.7 | 25.2 |
127
+ | Color Key | 86.8 | 95.7 | 78.1 | 78.1 | 80.3 | 64.3 | 58.2 | 50.2 | 53.2 | 59.4 | 48.3 | 22.8 | 52.6 |
128
+ | Color Saturation | 83.0 | 84.3 | 66.5 | 65.4 | 72.1 | 45.9 | 55.1 | 61.8 | 58.1 | 35.8 | 46.8 | 33.3 | 31.8 |
129
+ | Color Theory | 75.3 | 73.3 | 54.0 | 51.7 | 50.7 | 48.7 | 54.7 | 51.7 | 50.7 | 47.3 | 47.7 | 31.3 | 31.7 |
130
+ | Color Tones | 87.3 | 89.3 | 50.2 | 62.6 | 70.6 | 62.1 | 58.5 | 50.2 | 52.0 | 55.7 | 47.2 | 24.0 | 17.7 |
131
+ | Lighting Cast | 81.2 | 87.8 | 38.3 | 53.3 | 39.8 | 35.7 | 25.4 | 29.3 | 28.8 | 35.7 | 22.8 | 37.8 | 18.2 |
132
+ | Lighting Contrast | 91.6 | 93.2 | 29.8 | 39.1 | 38.7 | 46.1 | 35.3 | 35.5 | 32.6 | 39.0 | 39.4 | 48.4 | 37.6 |
133
+ | Lighting Edge | 80.4 | 93.6 | 22.8 | 38.8 | 31.2 | 40.4 | 22.4 | 31.6 | 41.6 | 34.0 | 21.2 | 26.0 | 25.6 |
134
+ | Lighting Silhouette | 88.2 | 92.0 | 80.9 | 63.0 | 48.9 | 48.8 | 66.6 | 67.1 | 67.4 | 58.4 | 43.5 | 46.2 | 78.9 |
135
+ | Shot Angle | 79.5 | 84.4 | 41.9 | 49.2 | 33.2 | 49.9 | 28.0 | 13.7 | 19.0 | 19.6 | 25.9 | 21.3 | 17.2 |
136
+ | Shot Composition | 94.0 | 97.0 | 46.0 | 54.5 | 55.7 | 60.5 | 27.8 | 24.3 | 21.3 | 22.0 | 25.2 | 31.4 | 11.4 |
137
+ | Shot Dutch Angle | 67.6 | 73.6 | 62.2 | 65.1 | 46.7 | 49.3 | 27.3 | 44.5 | 38.4 | 56.6 | 25.9 | 47.6 | 68.7 |
138
+ | Shot Focus | 59.1 | 71.8 | 19.9 | 26.6 | 26.3 | 25.1 | 32.9 | 31.2 | 24.4 | 31.3 | 37.3 | 48.2 | 12.6 |
139
+ | Shot Framing | 83.1 | 82.3 | 38.0 | 29.6 | 40.1 | 34.6 | 33.6 | 24.9 | 23.5 | 23.9 | 33.0 | 7.3 | 9.8 |
140
+ | Shot Height | 89.2 | 92.8 | 38.1 | 37.4 | 41.2 | 53.0 | 37.6 | 33.7 | 28.9 | 24.0 | 33.6 | 29.6 | 23.9 |
141
+ | Shot Lens Size | 73.3 | 76.7 | 49.6 | 28.0 | 43.6 | 46.6 | 32.1 | 28.0 | 34.5 | 30.1 | 25.7 | 30.1 | 17.6 |
142
+ | Shot Location | 86.5 | 92.9 | 81.0 | 82.2 | 81.5 | 79.2 | 73.0 | 68.4 | 68.0 | 75.6 | 66.1 | 65.0 | 46.7 |
143
+ | Shot Symmetry | 87.8 | 91.0 | 90.2 | 86.7 | 76.0 | 80.2 | 76.6 | 78.0 | 54.0 | 39.3 | 24.9 | 46.0 | 82.4 |
144
+ | Shot Time of Day | 75.7 | 87.6 | 75.1 | 66.1 | 70.7 | 70.7 | 68.1 | 69.6 | 60.3 | 73.7 | 71.2 | 48.5 | 42.7 |
145
+ | Shot Type | 80.7 | 86.7 | 81.3 | 61.2 | 57.0 | 57.4 | 52.8 | 40.4 | 36.5 | 35.7 | 56.7 | 46.5 | 29.7 |
146
+ | Shot Type - Crowd | 96.9 | 99.1 | 97.2 | 88.2 | 94.3 | 94.8 | 55.9 | 69.1 | 68.6 | 77.2 | 37.3 | 52.4 | 69.3 |
147
+ | Shot Type - OTS | 94.1 | 96.4 | 92.5 | 85.0 | 83.9 | 87.6 | 53.2 | 57.0 | 73.9 | 60.3 | 42.1 | 50.5 | 51.2 |
148
+
149
+ The `shot.lighting.direction` head ships in the classifier heads but has been excluded from the table above being a multi-label classifier.
150
+
151
+
152
+ ## Citation
153
+
154
+ ```bibtex
155
+ @misc{cinemaclip2026,
156
+ title = {CinemaCLIP: A hybrid CLIP model and taxonomy for the visual language of cinema},
157
+ author = {Somani, Rahul and Marini, Anton and Stewart, Damian},
158
+ year = {2026},
159
+ publisher = {Hugging Face},
160
+ doi = {10.57967/hf/8539},
161
+ howpublished = {\url{https://huggingface.co/OZU-Technology/CinemaCLIP}},
162
+ note = {Model weights and taxonomy}
163
+ }
164
+ ```
TextEncoder.mlmodel ADDED
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