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Beam Search Message Passing in Bidirectional RNNs: Applications to Fill-in-the-Blank Image Captioning

Published on Aug 23, 20163112 Views

Qing Sun

Deep Learning Summer School 2016 - Montreal

Related categories

Deep LearningReinforcement LearningUnsupervised Learning

Chapter list

Beam Search for Top-B Decoding in Bi-RNNs00:00
Image captioning00:15
Image captioning - Visual Question Answering00:20
Image captioning - Visual Question Answering - Machine Translation/100:31
Encoder vs. Decoder00:36
Image captioning - Visual Question Answering - Machine Translation/200:52
Uni-RNNs vs. Bi-RNNs/101:17
Uni-RNNs vs. Bi-RNNs/201:25
Uni-RNNs vs. Bi-RNNs/301:32
Uni-RNNs vs. Bi-RNNs/401:35
Uni-RNNs vs. Bi-RNNs/501:46
Left-to-right Beam Search/101:50
Left-to-right Beam Search/202:37
Left-to-right Beam Search/302:44
Left-to-right Beam Search/402:48
Left-to-right Beam Search/502:53
Left-to-right Beam Search/602:55
Left-to-right Beam Search/703:01
Left-to-right Beam Search/803:10
Inference in Bi-RNNs03:20
Example A/103:39
Example A/203:49
Example A/303:56
Example A/404:13
Example A/504:27
Example B/104:54
Example B/205:05
Example B/305:06
Example B/405:18
Example B/505:30
Inference in Bi-RNNs - Contributions05:43
Left-to-right BS in Uni-RNN-f05:49
Right-to-left BS in Uni-RNN-b06:37
Beam-Search Coordinate Descent (BSCD) in Bi-RNNs/106:44
Beam-Search Coordinate Descent (BSCD) in Bi-RNNs/207:06
Beam-Search Coordinate Descent (BSCD) in Bi-RNNs/307:15
Beam-Search Coordinate Descent (BSCD) in Bi-RNNs/408:38
Beam-Search Coordinate Descent (BSCD) in Bi-RNNs/508:58
Beam-Search Coordinate Descent (BSCD) in Bi-RNNs/609:14
Beam-Search Coordinate Descent (BSCD) in Bi-RNNs/709:18
Beam-Search Coordinate Descent (BSCD) in Bi-RNNs/809:19
Beam-Search Coordinate Descent (BSCD) in Bi-RNNs/909:19
Beam-Search Coordinate Descent (BSCD) in Bi-RNNs/1009:24
Beam-Search Coordinate Descent (BSCD) in Bi-RNNs/1109:31
Beam-Search Coordinate Descent (BSCD) in Bi-RNNs/1209:32
Beam-Search Coordinate Descent (BSCD) in Bi-RNNs/1309:33
Beam-Search Coordinate Descent (BSCD) in Bi-RNNs/1409:34
Beam-Search Coordinate Descent (BSCD) in Bi-RNNs/1509:35
Beam-Search Coordinate Descent (BSCD) in Bi-RNNs/1609:35
Beam-Search Coordinate Descent (BSCD) in Bi-RNNs/1709:37
Beam-Search Coordinate Descent (BSCD) in Bi-RNNs/1809:38
Fill-in-the-Blank in Image captioning/109:52
Fill-in-the-Blank in Image captioning/210:10
Fill-in-the-Blank in Image captioning/310:13
Fill-in-the-Blank in Image captioning/410:14
Fill-in-the-Blank in Image captioning/510:15
Fill-in-the-Blank in Image captioning/610:15
Qualitative Result - Example A/110:26
Qualitative Result - Example A/210:30
Qualitative Result - Example A/310:35
Qualitative Result - Example A/410:42
Qualitative Result - Example A/510:50
Qualitative Result - Example B/110:56
Qualitative Result - Example B/210:59
Qualitative Result - Example B/311:02
Qualitative Result - Example B/411:09
Qualitative Result - Example B/511:13
Qualitative Result - Example C/111:19
Qualitative Result - Example C/211:19
Qualitative Result - Example C/311:23
Qualitative Result - Example C/411:31
Qualitative Result - Example C/511:36
Qualitative Result - Example D/111:42
Qualitative Result - Example D/211:43
Qualitative Result - Example D/311:47
Qualitative Result - Example D/411:54
Qualitative Result - Example D/511:59
Fill-in-the-Blank in Image captioning/112:06
Fill-in-the-Blank in Image captioning/212:13
Fill-in-the-Blank in Image captioning/312:20
Fill-in-the-Blank in Image captioning/412:31
Fill-in-the-Blank in Image captioning/512:38
Visual Madlib/112:49
Visual Madlib/213:31
Visual Madlib/313:37
Conclusion13:40
Thank You!13:57