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- COPYRIGHT.txt +7 -0
- LICENSE.txt +395 -0
- README.txt +147 -0
- questions/CLEVR_test_questions.json +3 -0
- questions/CLEVR_train_questions.json +3 -0
- questions/CLEVR_val_questions.json +3 -0
- test/CLEVERv1_test_000.tar +3 -0
- test/CLEVERv1_test_001.tar +3 -0
- test/CLEVERv1_test_002.tar +3 -0
- test/CLEVERv1_test_003.tar +3 -0
- test/CLEVERv1_test_004.tar +3 -0
- test/CLEVERv1_test_005.tar +3 -0
- test/CLEVERv1_test_006.tar +3 -0
- test/CLEVERv1_test_007.tar +3 -0
- test/CLEVERv1_test_008.tar +3 -0
- test/CLEVERv1_test_009.tar +3 -0
- test/CLEVERv1_test_010.tar +3 -0
- test/CLEVERv1_test_011.tar +3 -0
- test/CLEVERv1_test_012.tar +3 -0
- test/CLEVERv1_test_013.tar +3 -0
- test/CLEVERv1_test_014.tar +3 -0
- train/CLEVERv1_train_000.tar +3 -0
- train/CLEVERv1_train_001.tar +3 -0
- train/CLEVERv1_train_002.tar +3 -0
- train/CLEVERv1_train_003.tar +3 -0
- train/CLEVERv1_train_004.tar +3 -0
- train/CLEVERv1_train_005.tar +3 -0
- train/CLEVERv1_train_006.tar +3 -0
- train/CLEVERv1_train_007.tar +3 -0
- train/CLEVERv1_train_008.tar +3 -0
- train/CLEVERv1_train_009.tar +3 -0
- train/CLEVERv1_train_010.tar +3 -0
- train/CLEVERv1_train_011.tar +3 -0
- train/CLEVERv1_train_012.tar +3 -0
- train/CLEVERv1_train_013.tar +3 -0
- train/CLEVERv1_train_014.tar +3 -0
- train/CLEVERv1_train_015.tar +3 -0
- train/CLEVERv1_train_016.tar +3 -0
- train/CLEVERv1_train_017.tar +3 -0
- train/CLEVERv1_train_018.tar +3 -0
- train/CLEVERv1_train_019.tar +3 -0
- train/CLEVERv1_train_020.tar +3 -0
- train/CLEVERv1_train_021.tar +3 -0
- train/CLEVERv1_train_022.tar +3 -0
- train/CLEVERv1_train_023.tar +3 -0
- train/CLEVERv1_train_024.tar +3 -0
- train/CLEVERv1_train_025.tar +3 -0
- train/CLEVERv1_train_026.tar +3 -0
- train/CLEVERv1_train_027.tar +3 -0
- train/CLEVERv1_train_028.tar +3 -0
COPYRIGHT.txt
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CLEVR (c) 2017, Facebook, Inc.
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CLEVR is licensed under a
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Creative Commons Attribution 4.0 International License.
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You should have received a copy of the license along with this
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work. If not, see <http://creativecommons.org/licenses/by/4.0/>.
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LICENSE.txt
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Attribution 4.0 International
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=======================================================================
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Creative Commons Corporation ("Creative Commons") is not a law firm and
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=======================================================================
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Creative Commons Attribution 4.0 International Public License
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Material is a musical work, performance, or sound recording,
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Adapted Material is always produced where the Licensed Material is
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exercise the Licensed Rights in the Licensed Material to:
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apply any Effective Technological Measures to, the
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are, or that Your use of the Licensed Material is, connected
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with, or sponsored, endorsed, or granted official status by,
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the Licensor or others designated to receive attribution as
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provided in Section 3(a)(1)(A)(i).
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b. Other rights.
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licensed under this Public License, nor are publicity,
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privacy, and/or other similar personality rights; however, to
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the extent possible, the Licensor waives and/or agrees not to
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assert any such rights held by the Licensor to the limited
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Rights, but not otherwise.
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2. Patent and trademark rights are not licensed under this
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3. To the extent possible, the Licensor waives any right to
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collect royalties from You for the exercise of the Licensed
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licensing scheme. In all other cases the Licensor expressly
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reserves any right to collect such royalties.
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Section 3 -- License Conditions.
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Your exercise of the Licensed Rights is expressly made subject to the
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following conditions.
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a. Attribution.
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1. If You Share the Licensed Material (including in modified
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form), You must:
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a. retain the following if it is supplied by the Licensor
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with the Licensed Material:
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i. identification of the creator(s) of the Licensed
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Material and any others designated to receive
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attribution, in any reasonable manner requested by
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the Licensor (including by pseudonym if
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designated);
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ii. a copyright notice;
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iii. a notice that refers to this Public License;
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iv. a notice that refers to the disclaimer of
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234 |
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warranties;
|
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|
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237 |
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|
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|
240 |
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retain an indication of any previous modifications; and
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241 |
+
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|
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|
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2. You may satisfy the conditions in Section 3(a)(1) in any
|
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reasonable manner based on the medium, means, and context in
|
248 |
+
which You Share the Licensed Material. For example, it may be
|
249 |
+
reasonable to satisfy the conditions by providing a URI or
|
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+
hyperlink to a resource that includes the required
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|
252 |
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|
253 |
+
3. If requested by the Licensor, You must remove any of the
|
254 |
+
information required by Section 3(a)(1)(A) to the extent
|
255 |
+
reasonably practicable.
|
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|
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4. If You Share Adapted Material You produce, the Adapter's
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License You apply must not prevent recipients of the Adapted
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259 |
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Material from complying with this Public License.
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|
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Section 4 -- Sui Generis Database Rights.
|
263 |
+
|
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+
Where the Licensed Rights include Sui Generis Database Rights that
|
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+
apply to Your use of the Licensed Material:
|
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|
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+
a. for the avoidance of doubt, Section 2(a)(1) grants You the right
|
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+
to extract, reuse, reproduce, and Share all or a substantial
|
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+
portion of the contents of the database;
|
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+
|
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b. if You include all or a substantial portion of the database
|
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contents in a database in which You have Sui Generis Database
|
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Rights, then the database in which You have Sui Generis Database
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Rights (but not its individual contents) is Adapted Material; and
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+
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+
c. You must comply with the conditions in Section 3(a) if You Share
|
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all or a substantial portion of the contents of the database.
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For the avoidance of doubt, this Section 4 supplements and does not
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replace Your obligations under this Public License where the Licensed
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Rights include other Copyright and Similar Rights.
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Section 5 -- Disclaimer of Warranties and Limitation of Liability.
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a. UNLESS OTHERWISE SEPARATELY UNDERTAKEN BY THE LICENSOR, TO THE
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EXTENT POSSIBLE, THE LICENSOR OFFERS THE LICENSED MATERIAL AS-IS
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AND AS-AVAILABLE, AND MAKES NO REPRESENTATIONS OR WARRANTIES OF
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ANY KIND CONCERNING THE LICENSED MATERIAL, WHETHER EXPRESS,
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IMPLIED, STATUTORY, OR OTHER. THIS INCLUDES, WITHOUT LIMITATION,
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+
WARRANTIES OF TITLE, MERCHANTABILITY, FITNESS FOR A PARTICULAR
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PURPOSE, NON-INFRINGEMENT, ABSENCE OF LATENT OR OTHER DEFECTS,
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ACCURACY, OR THE PRESENCE OR ABSENCE OF ERRORS, WHETHER OR NOT
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+
KNOWN OR DISCOVERABLE. WHERE DISCLAIMERS OF WARRANTIES ARE NOT
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ALLOWED IN FULL OR IN PART, THIS DISCLAIMER MAY NOT APPLY TO YOU.
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+
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b. TO THE EXTENT POSSIBLE, IN NO EVENT WILL THE LICENSOR BE LIABLE
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TO YOU ON ANY LEGAL THEORY (INCLUDING, WITHOUT LIMITATION,
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NEGLIGENCE) OR OTHERWISE FOR ANY DIRECT, SPECIAL, INDIRECT,
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INCIDENTAL, CONSEQUENTIAL, PUNITIVE, EXEMPLARY, OR OTHER LOSSES,
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COSTS, EXPENSES, OR DAMAGES ARISING OUT OF THIS PUBLIC LICENSE OR
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DAMAGES. WHERE A LIMITATION OF LIABILITY IS NOT ALLOWED IN FULL OR
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IN PART, THIS LIMITATION MAY NOT APPLY TO YOU.
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c. The disclaimer of warranties and limitation of liability provided
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above shall be interpreted in a manner that, to the extent
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possible, most closely approximates an absolute disclaimer and
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waiver of all liability.
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Section 6 -- Term and Termination.
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a. This Public License applies for the term of the Copyright and
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Similar Rights licensed here. However, if You fail to comply with
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this Public License, then Your rights under this Public License
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terminate automatically.
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+
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320 |
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b. Where Your right to use the Licensed Material has terminated under
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+
Section 6(a), it reinstates:
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322 |
+
|
323 |
+
1. automatically as of the date the violation is cured, provided
|
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+
it is cured within 30 days of Your discovery of the
|
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+
violation; or
|
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+
|
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+
2. upon express reinstatement by the Licensor.
|
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+
|
329 |
+
For the avoidance of doubt, this Section 6(b) does not affect any
|
330 |
+
right the Licensor may have to seek remedies for Your violations
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331 |
+
of this Public License.
|
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+
|
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+
c. For the avoidance of doubt, the Licensor may also offer the
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334 |
+
Licensed Material under separate terms or conditions or stop
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+
distributing the Licensed Material at any time; however, doing so
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336 |
+
will not terminate this Public License.
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337 |
+
|
338 |
+
d. Sections 1, 5, 6, 7, and 8 survive termination of this Public
|
339 |
+
License.
|
340 |
+
|
341 |
+
|
342 |
+
Section 7 -- Other Terms and Conditions.
|
343 |
+
|
344 |
+
a. The Licensor shall not be bound by any additional or different
|
345 |
+
terms or conditions communicated by You unless expressly agreed.
|
346 |
+
|
347 |
+
b. Any arrangements, understandings, or agreements regarding the
|
348 |
+
Licensed Material not stated herein are separate from and
|
349 |
+
independent of the terms and conditions of this Public License.
|
350 |
+
|
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+
|
352 |
+
Section 8 -- Interpretation.
|
353 |
+
|
354 |
+
a. For the avoidance of doubt, this Public License does not, and
|
355 |
+
shall not be interpreted to, reduce, limit, restrict, or impose
|
356 |
+
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|
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+
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360 |
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361 |
+
minimum extent necessary to make it enforceable. If the provision
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+
cannot be reformed, it shall be severed from this Public License
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+
without affecting the enforceability of the remaining terms and
|
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+
conditions.
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+
|
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+
c. No term or condition of this Public License will be waived and no
|
367 |
+
failure to comply consented to unless expressly agreed to by the
|
368 |
+
Licensor.
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+
|
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+
d. Nothing in this Public License constitutes or may be interpreted
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371 |
+
as a limitation upon, or waiver of, any privileges and immunities
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+
that apply to the Licensor or You, including from the legal
|
373 |
+
processes of any jurisdiction or authority.
|
374 |
+
|
375 |
+
|
376 |
+
=======================================================================
|
377 |
+
|
378 |
+
Creative Commons is not a party to its public
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379 |
+
licenses. Notwithstanding, Creative Commons may elect to apply one of
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380 |
+
its public licenses to material it publishes and in those instances
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+
will be considered the “Licensor.” The text of the Creative Commons
|
382 |
+
public licenses is dedicated to the public domain under the CC0 Public
|
383 |
+
Domain Dedication. Except for the limited purpose of indicating that
|
384 |
+
material is shared under a Creative Commons public license or as
|
385 |
+
otherwise permitted by the Creative Commons policies published at
|
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+
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|
387 |
+
use of the trademark "Creative Commons" or any other trademark or logo
|
388 |
+
of Creative Commons without its prior written consent including,
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389 |
+
without limitation, in connection with any unauthorized modifications
|
390 |
+
to any of its public licenses or any other arrangements,
|
391 |
+
understandings, or agreements concerning use of licensed material. For
|
392 |
+
the avoidance of doubt, this paragraph does not form part of the
|
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+
public licenses.
|
394 |
+
|
395 |
+
Creative Commons may be contacted at creativecommons.org.
|
README.txt
ADDED
@@ -0,0 +1,147 @@
|
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|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
1 |
+
The data is organized into the following directory structure:
|
2 |
+
|
3 |
+
images/
|
4 |
+
train/
|
5 |
+
CLEVR_train_000000.png
|
6 |
+
CLEVR_train_000001.png
|
7 |
+
[...]
|
8 |
+
CLEVR_train_069999.png
|
9 |
+
val/
|
10 |
+
CLEVR_val_000000.png
|
11 |
+
[...]
|
12 |
+
CLEVR_val_014999.png
|
13 |
+
test/
|
14 |
+
CLEVR_test_000000.png
|
15 |
+
[...]
|
16 |
+
CLEVR_test_014999.png
|
17 |
+
scenes/
|
18 |
+
CLEVR_train_scenes.json
|
19 |
+
CLEVR_val_scenes.json
|
20 |
+
questions/
|
21 |
+
CLEVR_train_questions.json
|
22 |
+
CLEVR_val_questions.json
|
23 |
+
CLEVR_test_questions.json
|
24 |
+
|
25 |
+
|
26 |
+
SCENE FILE FORMAT
|
27 |
+
Each of the scene files has the following format:
|
28 |
+
|
29 |
+
{
|
30 |
+
"info": <info>,
|
31 |
+
"scenes": [<scene>]
|
32 |
+
}
|
33 |
+
|
34 |
+
<info> {
|
35 |
+
"split": <string: "train", "val", or "test">,
|
36 |
+
"version": <string>,
|
37 |
+
"date": <string>,
|
38 |
+
"license": <string>,
|
39 |
+
}
|
40 |
+
|
41 |
+
<scene> {
|
42 |
+
"spit": <string: "train", "val", or "test">,
|
43 |
+
"image_index": <integer>,
|
44 |
+
"image_filename": <string, e.g. "CLEVR_train_000000.png">,
|
45 |
+
"directions": {
|
46 |
+
"left": [list of 3 numbers x, y, z],
|
47 |
+
"right": [list of 3 numbers x, y, z],
|
48 |
+
"front": [list of 3 numbers x, y, z],
|
49 |
+
"behind": [list of 3 numbers x, y, z],
|
50 |
+
"below": [list of 3 numbers x, y, z],
|
51 |
+
"above": [list of 3 numbers x, y, z]
|
52 |
+
},
|
53 |
+
"objects": [<object>],
|
54 |
+
"relations": {
|
55 |
+
"left": <adjacency list>,
|
56 |
+
"right": <adjacency list>,
|
57 |
+
"front": <adjacency list>,
|
58 |
+
"behind": <adjacency list>
|
59 |
+
}
|
60 |
+
}
|
61 |
+
|
62 |
+
Relationships are stored as adjacency lists, which are lists of lists of
|
63 |
+
integers. If s is a <scene> object, then s['relations']['left'][i] is a list of
|
64 |
+
indices for objects which are left of s['objects'][i].
|
65 |
+
|
66 |
+
In other words, s['objects'][j] is left of s['objects'][i] if and only if
|
67 |
+
j is in s['relations']['left'][i].
|
68 |
+
|
69 |
+
<object> {
|
70 |
+
"3d_coords": [list of 3 numbers x, y, z],
|
71 |
+
"pixel_coords": [list of 3 numbers x, y, z],
|
72 |
+
"rotation": <number, in degrees>,
|
73 |
+
"size': <string: "small" or "large">,
|
74 |
+
"color": <string: "gray", "blue", "brown", "yellow", "red", "green", "purple", or "cyan">,
|
75 |
+
"material": <string: "rubber" or "metal">,
|
76 |
+
"shape": <string: "cube", "sphere", or "cylinder">
|
77 |
+
}
|
78 |
+
|
79 |
+
|
80 |
+
QUESTION FILE FORMAT
|
81 |
+
Each of the question files has the following format:
|
82 |
+
|
83 |
+
{
|
84 |
+
"info": <info>,
|
85 |
+
"questions": [<question>]
|
86 |
+
}
|
87 |
+
|
88 |
+
<info> {
|
89 |
+
"split": <string: "train", "val", or "test">,
|
90 |
+
"version": <string>,
|
91 |
+
"date": <string>,
|
92 |
+
"license": <string>
|
93 |
+
}
|
94 |
+
|
95 |
+
<question> {
|
96 |
+
"split": <string: "train", "val", or "test">,
|
97 |
+
"image_index": <integer>,
|
98 |
+
"image_filename": <string, e.g. "CLEVR_train_000000.png">,
|
99 |
+
"question": <string>,
|
100 |
+
"answer": <string>,
|
101 |
+
"program": [<function>],
|
102 |
+
"question_family_index': <integer>,
|
103 |
+
}
|
104 |
+
|
105 |
+
Answers and programs are omitted from the test data.
|
106 |
+
|
107 |
+
<function> {
|
108 |
+
"function": <string, e.g. "filter_color">,
|
109 |
+
"inputs": [list of integer],
|
110 |
+
"value_inputs": [list of strings],
|
111 |
+
}
|
112 |
+
|
113 |
+
Programs are represented as lists of functions. Each function may take as input
|
114 |
+
both literal values (given in "value_inputs") and output from other functions
|
115 |
+
(given in "inputs"). Functions are guaranteed to be sorted topologically, so
|
116 |
+
that j in program[i]['inputs'] if and only if j < i.
|
117 |
+
|
118 |
+
As a simple example, consider the question "How many blue cubes are there?"
|
119 |
+
|
120 |
+
The program representation for this question would be:
|
121 |
+
|
122 |
+
[
|
123 |
+
{
|
124 |
+
"function": "scene",
|
125 |
+
"inputs": [],
|
126 |
+
"value_inputs": []
|
127 |
+
},
|
128 |
+
{
|
129 |
+
"function": "filter_color",
|
130 |
+
"inputs": [0],
|
131 |
+
"value_inputs": ["blue"]
|
132 |
+
},
|
133 |
+
{
|
134 |
+
"function": "filter_shape",
|
135 |
+
"inputs": [1],
|
136 |
+
"value_inputs": ["cube"]
|
137 |
+
},
|
138 |
+
{
|
139 |
+
"function": "count",
|
140 |
+
"inputs": [2],
|
141 |
+
"value_inputs": []
|
142 |
+
}
|
143 |
+
]
|
144 |
+
|
145 |
+
Note that all programs contain one or more "scene" functions; this is a special
|
146 |
+
function that takes no inputs, and outputs the set of all objects in the scene.
|
147 |
+
|
questions/CLEVR_test_questions.json
ADDED
@@ -0,0 +1,3 @@
|
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|
|
|
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|
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+
version https://git-lfs.github.com/spec/v1
|
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oid sha256:091f6180df3c11111f698da23f9e68cefd5d0c7b73f9bf4f86bb7ad48a730185
|
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+
size 32524969
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questions/CLEVR_train_questions.json
ADDED
@@ -0,0 +1,3 @@
|
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version https://git-lfs.github.com/spec/v1
|
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|
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size 712815105
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questions/CLEVR_val_questions.json
ADDED
@@ -0,0 +1,3 @@
|
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test/CLEVERv1_test_003.tar
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