卷積神經(jīng)網(wǎng)絡(luò)劉海波-資料下載頁
2025-06-09 23:10本頁面
【正文】 的關(guān)鍵。第二網(wǎng)絡(luò)中過濾器的大小、網(wǎng)絡(luò)層次結(jié)構(gòu)的深度、每一層特征圖的連接方式等都會(huì)對(duì)實(shí)驗(yàn)的效果產(chǎn)生較大的影響。都需要不斷的去實(shí)驗(yàn),去比較才能得到相對(duì)滿意的網(wǎng)絡(luò)結(jié)構(gòu)。提高模型的通用性成為下一步研究的關(guān)鍵。如果能在這一方面取得一定的突破,將大大提升卷積神經(jīng)網(wǎng)絡(luò)在通用圖像識(shí)別技術(shù)的水平,并有望在更多不同的領(lǐng)域得到應(yīng)用。在實(shí)際應(yīng)用中,沒有任何一種方法是完美無暇的,不同的問題關(guān)注的目標(biāo)不同,側(cè)重點(diǎn)也有所不同,如何充分利用卷積神經(jīng)網(wǎng)絡(luò)的輸入模型簡(jiǎn)單、魯棒性強(qiáng)、網(wǎng)絡(luò)識(shí)別率高的綜合優(yōu)勢(shì),努為避免其網(wǎng)絡(luò)結(jié)構(gòu)過于復(fù)雜,收斂速度較慢等不利因素的影響,是下一步深入研究的課題。 參考文獻(xiàn)[1] ALYSON SHONTELL. 5 Months After Turning Down Billions, Snapchat39。s Growth Is Still Exploding With 700 Million Photos Shared Per Day[EB/OL]. (20140502) [20150408]. [2] INSTAGRAM NEWS,Instagram Today: 200 Million Strong[EB/OL]. (20140302) [20150408].[3] Chris now has 500 million active users[EB/OL]. (20140422) [20150408].[4] DuarteCarvajalino JM, Yu G, Carin L, et al. Taskdriven adaptive statistical pressive sensing of Gaussian mixture models[J]. Signal Processing, IEEE Transactions on, 2013, 61(3): 585600. [5] Coates A, Ng A Y. Learning feature representations with kmeans[M]//Neural Networks: Tricksof the Trade. Springer Berlin Heidelberg, 2012: 561580. [6] AbdelRahman E M, Mutanga O, Adam E, et al. Detecting Sirex noctilio greyattacked and lightningstruck pine trees using airborne hyperspectral data, random forest and support vector machines classifiers[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2014, 88: 4859. [7] Deng L, Yu D. Deep learning for signal and information processing[J]. Microsoft Research Monograph, 2013. [8] Arel I, Rose D C, Karnowski T P. Deep machine learninga new frontier in artificial intelligence research [research frontier][J]. Computational Intelligence Magazine, IEEE, 2010, 5(4): 1318. [9] Bengio Y. Learning deep architectures for AI[J]. Foundations and trends174。 in Machine Learning,2013, 2(1): 1127. [10] Werbos, P. Beyond Regression: New Tools for Prediction and Analysis in the Behavioral Sciences. PhD thesis, Harvard University, 1974 [11] Hinton G E, Salakhutdinov R R. Reducing the dimensionality of data with neural networks[J].Science, 2006, 313(5786): 504507. [12] Bengio Y, Lamblin P, Popovici D, et al. Greedy layerwise training of deep networks[J]. Advances in neural information processing systems, 2007, 19: 153. [13] Le Cun B B, Denker J S, Henderson D, et al. Handwritten digit recognition with a backpropagation network[C]//Advances in neural information processing systems. 1990. [14] Markoff J. How many puters to identify a cat? [N]. New York Times, 2012.
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