Matches in SemOpenAlex for { <https://semopenalex.org/work/W2743200750> ?p ?o ?g. }
- W2743200750 abstract "In this paper, we present a study on learning visual recognition models from large scale noisy web data. We build a new database called WebVision, which contains more than $2.4$ million web images crawled from the Internet by using queries generated from the 1,000 semantic concepts of the benchmark ILSVRC 2012 dataset. Meta information along with those web images (e.g., title, description, tags, etc.) are also crawled. A validation set and test set containing human annotated images are also provided to facilitate algorithmic development. Based on our new database, we obtain a few interesting observations: 1) the noisy web images are sufficient for training a good deep CNN model for visual recognition; 2) the model learnt from our WebVision database exhibits comparable or even better generalization ability than the one trained from the ILSVRC 2012 dataset when being transferred to new datasets and tasks; 3) a domain adaptation issue (a.k.a., dataset bias) is observed, which means the dataset can be used as the largest benchmark dataset for visual domain adaptation. Our new WebVision database and relevant studies in this work would benefit the advance of learning state-of-the-art visual models with minimum supervision based on web data." @default.
- W2743200750 created "2017-08-17" @default.
- W2743200750 creator A5001254143 @default.
- W2743200750 creator A5012458888 @default.
- W2743200750 creator A5073435344 @default.
- W2743200750 creator A5080575512 @default.
- W2743200750 creator A5086851779 @default.
- W2743200750 date "2017-08-09" @default.
- W2743200750 modified "2023-09-25" @default.
- W2743200750 title "WebVision Database: Visual Learning and Understanding from Web Data" @default.
- W2743200750 cites W1522734439 @default.
- W2743200750 cites W1576445103 @default.
- W2743200750 cites W1861492603 @default.
- W2743200750 cites W1903029394 @default.
- W2743200750 cites W1987496434 @default.
- W2743200750 cites W2017814585 @default.
- W2743200750 cites W2031342017 @default.
- W2743200750 cites W2031489346 @default.
- W2743200750 cites W2090923791 @default.
- W2743200750 cites W2100031962 @default.
- W2743200750 cites W2108598243 @default.
- W2743200750 cites W2112796928 @default.
- W2743200750 cites W2126579184 @default.
- W2743200750 cites W2128053425 @default.
- W2743200750 cites W2145094598 @default.
- W2743200750 cites W2145607950 @default.
- W2743200750 cites W2147483361 @default.
- W2743200750 cites W2161381512 @default.
- W2743200750 cites W2173520492 @default.
- W2743200750 cites W2194775991 @default.
- W2743200750 cites W2321533354 @default.
- W2743200750 cites W2395611524 @default.
- W2743200750 cites W24089286 @default.
- W2743200750 cites W2504108613 @default.
- W2743200750 cites W2507009361 @default.
- W2743200750 cites W2613718673 @default.
- W2743200750 cites W2950187998 @default.
- W2743200750 cites W2950931866 @default.
- W2743200750 cites W2951590555 @default.
- W2743200750 cites W2952186347 @default.
- W2743200750 cites W3070706509 @default.
- W2743200750 cites W385190221 @default.
- W2743200750 doi "https://doi.org/10.48550/arxiv.1708.02862" @default.
- W2743200750 hasPublicationYear "2017" @default.
- W2743200750 type Work @default.
- W2743200750 sameAs 2743200750 @default.
- W2743200750 citedByCount "115" @default.
- W2743200750 countsByYear W27432007502017 @default.
- W2743200750 countsByYear W27432007502018 @default.
- W2743200750 countsByYear W27432007502019 @default.
- W2743200750 countsByYear W27432007502020 @default.
- W2743200750 countsByYear W27432007502021 @default.
- W2743200750 countsByYear W27432007502022 @default.
- W2743200750 crossrefType "posted-content" @default.
- W2743200750 hasAuthorship W2743200750A5001254143 @default.
- W2743200750 hasAuthorship W2743200750A5012458888 @default.
- W2743200750 hasAuthorship W2743200750A5073435344 @default.
- W2743200750 hasAuthorship W2743200750A5080575512 @default.
- W2743200750 hasAuthorship W2743200750A5086851779 @default.
- W2743200750 hasBestOaLocation W27432007501 @default.
- W2743200750 hasConcept C110875604 @default.
- W2743200750 hasConcept C119857082 @default.
- W2743200750 hasConcept C13280743 @default.
- W2743200750 hasConcept C134306372 @default.
- W2743200750 hasConcept C136764020 @default.
- W2743200750 hasConcept C154945302 @default.
- W2743200750 hasConcept C169903167 @default.
- W2743200750 hasConcept C177148314 @default.
- W2743200750 hasConcept C177264268 @default.
- W2743200750 hasConcept C185798385 @default.
- W2743200750 hasConcept C199360897 @default.
- W2743200750 hasConcept C205649164 @default.
- W2743200750 hasConcept C23123220 @default.
- W2743200750 hasConcept C2776434776 @default.
- W2743200750 hasConcept C33923547 @default.
- W2743200750 hasConcept C36503486 @default.
- W2743200750 hasConcept C41008148 @default.
- W2743200750 hasConcept C58489278 @default.
- W2743200750 hasConcept C77088390 @default.
- W2743200750 hasConcept C95623464 @default.
- W2743200750 hasConceptScore W2743200750C110875604 @default.
- W2743200750 hasConceptScore W2743200750C119857082 @default.
- W2743200750 hasConceptScore W2743200750C13280743 @default.
- W2743200750 hasConceptScore W2743200750C134306372 @default.
- W2743200750 hasConceptScore W2743200750C136764020 @default.
- W2743200750 hasConceptScore W2743200750C154945302 @default.
- W2743200750 hasConceptScore W2743200750C169903167 @default.
- W2743200750 hasConceptScore W2743200750C177148314 @default.
- W2743200750 hasConceptScore W2743200750C177264268 @default.
- W2743200750 hasConceptScore W2743200750C185798385 @default.
- W2743200750 hasConceptScore W2743200750C199360897 @default.
- W2743200750 hasConceptScore W2743200750C205649164 @default.
- W2743200750 hasConceptScore W2743200750C23123220 @default.
- W2743200750 hasConceptScore W2743200750C2776434776 @default.
- W2743200750 hasConceptScore W2743200750C33923547 @default.
- W2743200750 hasConceptScore W2743200750C36503486 @default.
- W2743200750 hasConceptScore W2743200750C41008148 @default.
- W2743200750 hasConceptScore W2743200750C58489278 @default.
- W2743200750 hasConceptScore W2743200750C77088390 @default.
- W2743200750 hasConceptScore W2743200750C95623464 @default.