Matches in SemOpenAlex for { <https://semopenalex.org/work/W4289753344> ?p ?o ?g. }
Showing items 1 to 70 of
70
with 100 items per page.
- W4289753344 abstract "We propose a novel method for learning convolutional neural image representations without manual supervision. We use motion cues in the form of optical flow, to supervise representations of static images. The obvious approach of training a network to predict flow from a single image can be needlessly difficult due to intrinsic ambiguities in this prediction task. We instead propose a much simpler learning goal: embed pixels such that the similarity between their embeddings matches that between their optical flow vectors. At test time, the learned deep network can be used without access to video or flow information and transferred to tasks such as image classification, detection, and segmentation. Our method, which significantly simplifies previous attempts at using motion for self-supervision, achieves state-of-the-art results in self-supervision using motion cues, competitive results for self-supervision in general, and is overall state of the art in self-supervised pretraining for semantic image segmentation, as demonstrated on standard benchmarks." @default.
- W4289753344 created "2022-08-04" @default.
- W4289753344 creator A5051934274 @default.
- W4289753344 creator A5060511349 @default.
- W4289753344 creator A5073555674 @default.
- W4289753344 date "2018-07-15" @default.
- W4289753344 modified "2023-09-27" @default.
- W4289753344 title "Cross Pixel Optical Flow Similarity for Self-Supervised Learning" @default.
- W4289753344 doi "https://doi.org/10.48550/arxiv.1807.05636" @default.
- W4289753344 hasPublicationYear "2018" @default.
- W4289753344 type Work @default.
- W4289753344 citedByCount "0" @default.
- W4289753344 crossrefType "posted-content" @default.
- W4289753344 hasAuthorship W4289753344A5051934274 @default.
- W4289753344 hasAuthorship W4289753344A5060511349 @default.
- W4289753344 hasAuthorship W4289753344A5073555674 @default.
- W4289753344 hasBestOaLocation W42897533441 @default.
- W4289753344 hasConcept C103278499 @default.
- W4289753344 hasConcept C104114177 @default.
- W4289753344 hasConcept C115961682 @default.
- W4289753344 hasConcept C119857082 @default.
- W4289753344 hasConcept C153180895 @default.
- W4289753344 hasConcept C154945302 @default.
- W4289753344 hasConcept C155542232 @default.
- W4289753344 hasConcept C160633673 @default.
- W4289753344 hasConcept C162324750 @default.
- W4289753344 hasConcept C187736073 @default.
- W4289753344 hasConcept C2524010 @default.
- W4289753344 hasConcept C2780451532 @default.
- W4289753344 hasConcept C31972630 @default.
- W4289753344 hasConcept C33923547 @default.
- W4289753344 hasConcept C38349280 @default.
- W4289753344 hasConcept C41008148 @default.
- W4289753344 hasConcept C81363708 @default.
- W4289753344 hasConcept C89600930 @default.
- W4289753344 hasConceptScore W4289753344C103278499 @default.
- W4289753344 hasConceptScore W4289753344C104114177 @default.
- W4289753344 hasConceptScore W4289753344C115961682 @default.
- W4289753344 hasConceptScore W4289753344C119857082 @default.
- W4289753344 hasConceptScore W4289753344C153180895 @default.
- W4289753344 hasConceptScore W4289753344C154945302 @default.
- W4289753344 hasConceptScore W4289753344C155542232 @default.
- W4289753344 hasConceptScore W4289753344C160633673 @default.
- W4289753344 hasConceptScore W4289753344C162324750 @default.
- W4289753344 hasConceptScore W4289753344C187736073 @default.
- W4289753344 hasConceptScore W4289753344C2524010 @default.
- W4289753344 hasConceptScore W4289753344C2780451532 @default.
- W4289753344 hasConceptScore W4289753344C31972630 @default.
- W4289753344 hasConceptScore W4289753344C33923547 @default.
- W4289753344 hasConceptScore W4289753344C38349280 @default.
- W4289753344 hasConceptScore W4289753344C41008148 @default.
- W4289753344 hasConceptScore W4289753344C81363708 @default.
- W4289753344 hasConceptScore W4289753344C89600930 @default.
- W4289753344 hasLocation W42897533441 @default.
- W4289753344 hasLocation W42897533442 @default.
- W4289753344 hasOpenAccess W4289753344 @default.
- W4289753344 hasPrimaryLocation W42897533441 @default.
- W4289753344 hasRelatedWork W1965104004 @default.
- W4289753344 hasRelatedWork W1990911012 @default.
- W4289753344 hasRelatedWork W2511137960 @default.
- W4289753344 hasRelatedWork W29292716 @default.
- W4289753344 hasRelatedWork W3084370450 @default.
- W4289753344 hasRelatedWork W3096301266 @default.
- W4289753344 hasRelatedWork W3214088465 @default.
- W4289753344 hasRelatedWork W4281553171 @default.
- W4289753344 hasRelatedWork W4281619272 @default.
- W4289753344 hasRelatedWork W4286448033 @default.
- W4289753344 isParatext "false" @default.
- W4289753344 isRetracted "false" @default.
- W4289753344 workType "article" @default.