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Sparse Estimation for Image and Vision Processing
Published on Jan 31, 20171318 Views
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Chapter list
Sparse Estimation for Image and Vision Processing00:00
Course material (freely available on arXiv)00:29
Part I: A Short Introduction to Parcimony01:01
Early thoughts01:06
Historical overview of parsimony02:23
The modern parsimony and the ℓ1-norm - 102:49
The modern parsimony and the ℓ1-norm - 203:39
The modern parsimony and the ℓ1-norm - 304:49
The modern parsimony and the ℓ1-norm - 406:00
The modern parsimony and the ℓ1-norm - 506:28
The modern parsimony and the ℓ1-norm - 607:59
The modern parsimony and the ℓ1-norm - 708:06
The modern parsimony and the ℓ1-norm - 808:39
The modern parsimony and the ℓ1-norm - 908:44
Why does the ℓ1-norm induce sparsity? - 109:16
Why does the ℓ1-norm induce sparsity? - 211:02
Why does the ℓ1-norm induce sparsity? - 311:19
Why does the ℓ1-norm induce sparsity? - 411:34
Why does the ℓ1-norm induce sparsity? - 512:07
Why does the ℓ1-norm induce sparsity? - 612:37
Why does the ℓ1-norm induce sparsity? - 713:22
Why does the ℓ1-norm induce sparsity? - 814:39
Why does the ℓ1-norm induce sparsity? - 914:51
Why does the ℓ1-norm induce sparsity? - 1015:46
Non-convex sparsity-inducing penalties - 116:22
Non-convex sparsity-inducing penalties - 217:03
Elastic-net17:32
The elastic-net - 117:53
The elastic-net - 218:02
The elastic-net - 318:06
The elastic-net - 418:10
Structured sparsity - 118:14
Structured sparsity - 218:25
Part II: Discovering the structure of natural images18:30
Dictionary learning - 118:36
Dictionary learning - 219:46
Dictionary learning - 320:35
Dictionary learning - 420:48
Dictionary learning - 522:17
Dictionary learning - 622:47
Dictionary learning - 724:02
Pre-processing of natural image patches - 125:32
Pre-processing of natural image patches - 226:59
Pre-processing of natural image patches - 327:47
Dictionary learning on color image patches29:43
Dictionary learning with structured sparsity - 130:48
Dictionary learning with structured sparsity - 231:12
Part III: Sparse models for image processing Julien Mairal31:26
Image denoising - 131:33
Image denoising - 231:53
Image denoising - 332:33
Image denoising - 433:44
Practical tricks34:47
Image inpainting - 134:53
Image inpainting - 236:03
Image inpainting - 336:34
Image inpainting - 436:45
Image inpainting - 537:11
Image inpainting - 637:16
Image inpainting - 737:17
Image inpainting - 837:20
Image demoisaicking - 137:27
Image demoisaicking - 238:32
Image demoisaicking - 338:35
Video processing - 139:06
Video processing - 239:08
Video processing - 339:12
Inverting nonlinear local transformations - 139:14
Inverting nonlinear local transformations - 240:01
Inverting nonlinear local transformations - 340:07
Inverting nonlinear local transformations - 440:11
Inverting nonlinear local transformations - 540:24
Inverting nonlinear local transformations - 640:45
Inverting nonlinear local transformations - 741:01
Inverting nonlinear local transformations - 841:03
Inverting nonlinear local transformations - 941:12
Inverting nonlinear local transformations - 1041:14
Inverting nonlinear local transformations - 1141:16
Inverting nonlinear local transformations - 1241:17
Other patch modeling approaches - 141:29
Other patch modeling approaches - 242:32
Other patch modeling approaches - 343:14
Other patch modeling approaches - 443:21
Other patch modeling approaches - 543:23
Part IV: Optimization for sparse estimation43:24