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Semantic Segmentation with Second-Order Pooling

Published on Feb 4, 20255937 Views

Feature extraction, coding and pooling, are important components on many contemporary object recognition paradigms. In this paper we explore novel pooling techniques that encode the second-order stati

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Semantic Segmentation with Second-Order Pooling00:00
Semantic Segmentation (1)01:33:24
Semantic Segmentation (2)10:56:36
Semantic Segmentation (3)15:29:47
Semantic Segmentation (4)23:28:41
Semantic Segmentation (5)25:22:19
Semantic Segmentation (6)27:50:52
Semantic Segmentation (7)28:25:49
Semantic Segmentation (8)28:41:49
Semantic Segmentation (9)29:00:47
Semantic Segmentation (10)31:09:29
Describing Free-form Regions31:29:50
Aggregation-based Descriptors (1)40:49:03
Aggregation-based Descriptors (2)49:12:03
Aggregation-based Descriptors (3)50:35:03
Aggregation-based Descriptors (4)55:01:34
Aggregation-based Descriptors (5)57:52:00
Aggregation-based Descriptors (6)60:56:58
Aggregation-based Descriptors (7)66:19:16
Second-Order Pooling (1)74:34:02
Second-Order Pooling (2)75:38:08
Second-Order Pooling (3)78:18:21
Second-Order Pooling (4)83:08:11
Second-Order Pooling (5)86:55:21
Second-Order Pooling (6)88:35:51
Second-Order Pooling (7)89:55:58
Second-Order Pooling (8)94:53:02
Second-Order Pooling (9)96:04:26
Embedding SPD Manifold in Euclidean Space (1)97:40:33
Embedding SPD Manifold in Euclidean Space (2)101:35:00
Sequence of Operations (1)108:27:11
Sequence of Operations (2)121:03:15
Additionally we use better local descriptors with pooling methods121:38:26
Local Feature Enrichment (1/2) Relative Position126:13:48
Local Feature Enrichment (2/2) Pixel Color133:36:44
Region Classification VOC 2011 (1)138:12:23
Region Classification VOC 2011 (2)149:57:15
Region Classification VOC 2011 (3)152:27:17
Region Classification VOC 2011 (4)158:47:26
Region Classification VOC 2011 (5)163:15:25
Semantic Segmentation in the Wild Pascal VOC 2011 (1)165:47:26
Semantic Segmentation in the Wild Pascal VOC 2011 (2)185:37:50
Semantic Segmentation in the Wild Pascal VOC 2011 (3)198:55:56
Semantic Segmentation in the Wild Pascal VOC 2011 (4)201:12:48
Caltech 101 (1)207:42:44
Caltech 101 (2)210:47:41
Caltech 101 (3)212:25:50