Matches in SemOpenAlex for { <https://semopenalex.org/work/W4319163914> ?p ?o ?g. }
- W4319163914 endingPage "40" @default.
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- W4319163914 abstract "Few-shot learning (FSL) has emerged as an effective learning method and shows great potential. Despite the recent creative works in tackling FSL tasks, learning valid information rapidly from just a few or even zero samples remains a serious challenge. In this context, we extensively investigated 200+ FSL papers published in top journals and conferences in the past three years, aiming to present a timely and comprehensive overview of the most recent advances in FSL with a fresh perspective and to provide an impartial comparison of the strengths and weaknesses of existing work. To avoid conceptual confusion, we first elaborate and contrast a set of relevant concepts including few-shot learning, transfer learning, and meta-learning. Then, we inventively extract prior knowledge related to few-shot learning in the form of a pyramid, which summarizes and classifies previous work in detail from the perspective of challenges. Furthermore, to enrich this survey, we present in-depth analysis and insightful discussions of recent advances in each subsection. What is more, taking computer vision as an example, we highlight the important application of FSL, covering various research hotspots. Finally, we conclude the survey with unique insights into technology trends and potential future research opportunities to guide FSL follow-up research." @default.
- W4319163914 created "2023-02-04" @default.
- W4319163914 creator A5026776640 @default.
- W4319163914 creator A5064583762 @default.
- W4319163914 creator A5068080767 @default.
- W4319163914 creator A5068224315 @default.
- W4319163914 creator A5069784442 @default.
- W4319163914 date "2023-07-13" @default.
- W4319163914 modified "2023-10-11" @default.
- W4319163914 title "A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities" @default.
- W4319163914 cites W1536680647 @default.
- W4319163914 cites W1861492603 @default.
- W4319163914 cites W2047643928 @default.
- W4319163914 cites W2073667556 @default.
- W4319163914 cites W2108598243 @default.
- W4319163914 cites W2117539524 @default.
- W4319163914 cites W2133774033 @default.
- W4319163914 cites W2194775991 @default.
- W4319163914 cites W2313667075 @default.
- W4319163914 cites W2326925005 @default.
- W4319163914 cites W2469981738 @default.
- W4319163914 cites W2606377603 @default.
- W4319163914 cites W2796346823 @default.
- W4319163914 cites W2799185441 @default.
- W4319163914 cites W2882999943 @default.
- W4319163914 cites W2892880750 @default.
- W4319163914 cites W2905471643 @default.
- W4319163914 cites W2909383239 @default.
- W4319163914 cites W2917792613 @default.
- W4319163914 cites W2943605315 @default.
- W4319163914 cites W2948171095 @default.
- W4319163914 cites W2961719374 @default.
- W4319163914 cites W2962722184 @default.
- W4319163914 cites W2962799101 @default.
- W4319163914 cites W2962876782 @default.
- W4319163914 cites W2962968458 @default.
- W4319163914 cites W2963078159 @default.
- W4319163914 cites W2963078860 @default.
- W4319163914 cites W2963283377 @default.
- W4319163914 cites W2963341956 @default.
- W4319163914 cites W2963599420 @default.
- W4319163914 cites W2963748441 @default.
- W4319163914 cites W2963775347 @default.
- W4319163914 cites W2963960318 @default.
- W4319163914 cites W2964105864 @default.
- W4319163914 cites W2964194231 @default.
- W4319163914 cites W2964250774 @default.
- W4319163914 cites W2966262636 @default.
- W4319163914 cites W2970268874 @default.
- W4319163914 cites W2970476646 @default.
- W4319163914 cites W2971296908 @default.
- W4319163914 cites W2979689312 @default.
- W4319163914 cites W2981787211 @default.
- W4319163914 cites W2982247743 @default.
- W4319163914 cites W2989701968 @default.
- W4319163914 cites W2990216037 @default.
- W4319163914 cites W2990230185 @default.
- W4319163914 cites W2991559096 @default.
- W4319163914 cites W2994633389 @default.
- W4319163914 cites W2996583130 @default.
- W4319163914 cites W2997591266 @default.
- W4319163914 cites W2997820257 @default.
- W4319163914 cites W2998124504 @default.
- W4319163914 cites W2998468066 @default.
- W4319163914 cites W3009081299 @default.
- W4319163914 cites W3009213340 @default.
- W4319163914 cites W3012255272 @default.
- W4319163914 cites W3016694232 @default.
- W4319163914 cites W3019704403 @default.
- W4319163914 cites W3030509278 @default.
- W4319163914 cites W3033502887 @default.
- W4319163914 cites W3034251792 @default.
- W4319163914 cites W3034312118 @default.
- W4319163914 cites W3034445880 @default.
- W4319163914 cites W3034637015 @default.
- W4319163914 cites W3034890557 @default.
- W4319163914 cites W3034942609 @default.
- W4319163914 cites W3035370595 @default.
- W4319163914 cites W3035492231 @default.
- W4319163914 cites W3035531117 @default.
- W4319163914 cites W3044438666 @default.
- W4319163914 cites W3058517477 @default.
- W4319163914 cites W3084715875 @default.
- W4319163914 cites W3092663126 @default.
- W4319163914 cites W3096805028 @default.
- W4319163914 cites W3097019284 @default.
- W4319163914 cites W3097643695 @default.
- W4319163914 cites W3097651496 @default.
- W4319163914 cites W3097667724 @default.
- W4319163914 cites W3098267758 @default.
- W4319163914 cites W3101156210 @default.
- W4319163914 cites W3106906018 @default.
- W4319163914 cites W3107763055 @default.
- W4319163914 cites W3108189450 @default.
- W4319163914 cites W3108975329 @default.
- W4319163914 cites W3109083691 @default.
- W4319163914 cites W3110214837 @default.
- W4319163914 cites W3110528336 @default.