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Single Image 3D Interpreter Network
Published on Oct 24, 20164548 Views
Understanding 3D object structure from a single image is an important but difficult task in computer vision, mostly due to the lack of 3D object annotations in real images. Previous work tackles this
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Chapter list
Single Image 3D Interpreter Network00:00
What do we see from these images?/100:22
What do we see from these images?/200:24
What do we see from these images?/300:26
Motivation/100:31
Motivation/200:38
Motivation/300:45
Single Image 3D Perception00:50
Approach I: Using 3D Object Labels01:04
Approach II: Using 3D Synthetic Data01:30
Our Approach02:03
Intermediate 2D Representation/102:11
Intermediate 2D Representation/202:24
Intermediate 2D Representation/302:42
Intermediate 2D Representation/403:15
Contribution I03:42
3D Object Representation/104:05
3D Object Representation/204:18
3D Object Representation/304:25
Skeleton Representation/104:46
Skeleton Representation/205:05
3D Skeleton to 2D Keypoints/105:22
3D Skeleton to 2D Keypoints/205:29
3D Skeleton to 2D Keypoints/305:32
3D INterpreter Network (3D-INN)05:52
3D-INN: Image to Keypoint/106:04
3D-INN: Image to Keypoint/206:09
3D-INN: Image to Keypoint/306:21
3D-INN: Keypoint to 3D Skeleton/106:31
3D-INN: Keypoint to 3D Skeleton/206:34
3D-INN: Keypoint to 3D Skeleton/306:37
3D-INN: Initial Design06:49
Initial Results/106:56
Initial Results/206:58
Initial Results/307:00
Initial Results/407:20
3D-INN: End-to-End Training?/107:34
3D-INN: End-to-End Training?/207:52
3D-INN: 3D-to-2D Projection Layer/108:06
3D-INN: 3D-to-2D Projection Layer/208:14
3D-INN: 3D-to-2D Projection Layer/308:42
3D-INN: Training Paradigm/109:19
3D-INN: Training Paradigm/209:24
3D-INN: Training Paradigm/309:28
3D-INN: Training Paradigm/409:31
Refined Results/110:12
Refined Results/210:22
Contribution II10:37
3D Estimation: Qualitative Results/110:49
3D Estimation: Qualitative Results/211:07
3D Estimation: Qualitative Results/311:25
3D Estimation: Qualitative Results/411:40
3D Estimation: Qualitative Results/511:49
3D Structure Estimation/111:59
3D Structure Estimation/212:05
3D Structure Estimation/312:16
Viewpoint Estimation/112:43
Viewpoint Estimation/212:47
Viewpoint Estimation/312:53
Localization and 3D Estimation/113:10
Localization and 3D Estimation/213:17
Localization and 3D Estimation/313:19
Localization and 3D Estimation/413:26
Localization and 3D Estimation/513:30
Chair Embedding 13:59
Images retrieved by pose14:26
Contributions/114:43
Contributions/214:50
Contributions/315:10