{"id":1430,"date":"2024-09-08T23:51:20","date_gmt":"2024-09-08T15:51:20","guid":{"rendered":"https:\/\/cchsu.info\/wordpress\/?p=1430"},"modified":"2025-04-09T00:08:03","modified_gmt":"2025-04-08T16:08:03","slug":"we-received-5th-place-in-mlcas-corn-yield-prediction-using-satellite-data-challenge","status":"publish","type":"post","link":"https:\/\/cchsu.info\/wordpress\/2024\/09\/08\/we-received-5th-place-in-mlcas-corn-yield-prediction-using-satellite-data-challenge\/","title":{"rendered":"[Award] We received 5th place in MLCAS Corn Yield Prediction Using Satellite Data Challenge!"},"content":{"rendered":"<div class=\"html-div xdj266r x11i5rnm xat24cr x1mh8g0r xexx8yu x4uap5 x18d9i69 xkhd6sd\">\n<div class=\"html-div xdj266r x11i5rnm xat24cr x1mh8g0r xexx8yu x4uap5 x18d9i69 xkhd6sd\" dir=\"auto\">\n<div class=\"html-div xdj266r x11i5rnm xat24cr x1mh8g0r xexx8yu x4uap5 x18d9i69 xkhd6sd\" data-ad-rendering-role=\"story_message\">\n<div id=\"\u00abres\u00bb\" class=\"x1l90r2v x1iorvi4 x1ye3gou xn6708d\" data-ad-comet-preview=\"message\" data-ad-preview=\"message\">\n<div class=\"x78zum5 xdt5ytf xz62fqu x16ldp7u\">\n<div class=\"xu06os2 x1ok221b\">\n<div class=\"xdj266r x11i5rnm xat24cr x1mh8g0r x1vvkbs x126k92a\">\n<div dir=\"auto\">\u606d\u559c ACVLAB\u6210\u54e1 \u78a9\u4e00 <span class=\"html-span xdj266r x11i5rnm xat24cr x1mh8g0r xexx8yu x4uap5 x18d9i69 xkhd6sd x1hl2dhg x16tdsg8 x1vvkbs\"><a class=\"x1i10hfl xjbqb8w x1ejq31n xd10rxx x1sy0etr x17r0tee x972fbf xcfux6l x1qhh985 xm0m39n x9f619 x1ypdohk xt0psk2 xe8uvvx xdj266r x11i5rnm xat24cr x1mh8g0r xexx8yu x4uap5 x18d9i69 xkhd6sd x16tdsg8 x1hl2dhg xggy1nq x1a2a7pz xkrqix3 x1sur9pj x1fey0fg x1s688f\" tabindex=\"0\" role=\"link\" href=\"https:\/\/www.facebook.com\/profile.php?id=100005328612237&amp;__cft__[0]=AZUOK6dLXt8CinbRZbd7UxLkGsnVvsp8RjpWqyaa2p4H8vjrzAbFcHxmpyrfp8yEpzir2dzQeHKuM_apAlkNzIVNi0PBiNNzD_i6zD6GFU4257cuF-uV7lfjhkcqSrSxoQ7EcBYaQ4FqwpsyAqnvTv5UxvXxTX9Gtdlu_n_H1SaV6jZgb0kVVA9PMnGB93a2EiA&amp;__tn__=-]K-R\"><span class=\"xt0psk2\"><span class=\"xjp7ctv\">\u912d\u656c\u6052<\/span><\/span><\/a><\/span> \u78a9\u4e8c <span class=\"html-span xdj266r x11i5rnm xat24cr x1mh8g0r xexx8yu x4uap5 x18d9i69 xkhd6sd x1hl2dhg x16tdsg8 x1vvkbs\"><a class=\"x1i10hfl xjbqb8w x1ejq31n xd10rxx x1sy0etr x17r0tee x972fbf xcfux6l x1qhh985 xm0m39n x9f619 x1ypdohk xt0psk2 xe8uvvx xdj266r x11i5rnm xat24cr x1mh8g0r xexx8yu x4uap5 x18d9i69 xkhd6sd x16tdsg8 x1hl2dhg xggy1nq x1a2a7pz xkrqix3 x1sur9pj x1fey0fg x1s688f\" tabindex=\"0\" role=\"link\" href=\"https:\/\/www.facebook.com\/profile.php?id=100000315791865&amp;__cft__[0]=AZUOK6dLXt8CinbRZbd7UxLkGsnVvsp8RjpWqyaa2p4H8vjrzAbFcHxmpyrfp8yEpzir2dzQeHKuM_apAlkNzIVNi0PBiNNzD_i6zD6GFU4257cuF-uV7lfjhkcqSrSxoQ7EcBYaQ4FqwpsyAqnvTv5UxvXxTX9Gtdlu_n_H1SaV6jZgb0kVVA9PMnGB93a2EiA&amp;__tn__=-]K-R\"><span class=\"xt0psk2\"><span class=\"xjp7ctv\">\u674e\u5bb6\u9298<\/span><\/span><\/a><\/span> \u53c3\u52a0 MLCAS24 Corn Yield Prediction Using Satellite Data competition \u7372\u5f97\u5168\u7403\u7b2c\u4e94\u7684\u4f73\u7e3e! \u96d6\u7136\u53ea\u6709\u5168\u7403\u7b2c\u4e94\uff0c\u4f46\u662f\u91cd\u9ede\u662f\u9019\u6b21\u7684\u4e3b\u529b\u5df2\u7d93\u63db\u6210\u65b0\u4e16\u4ee3\u7684\u6210\u54e1\uff0c\u4e5f\u5c31\u662f\u656c\u6052\u70ba\u4e3b\u529b\uff0c\u800c\u5bb6\u9298\u9000\u5c45\u5e55\u5f8c\uff0c\u9019\u4e5f\u4ee3\u8868\u9019\u4e00\u6279\u78a9\u4e00\u7684\u540c\u5b78\uff0c\u9664\u4e86\u80fd\u529b\u4e4b\u5916\uff0c\u614b\u5ea6\u3001\u52d5\u529b\u4e0a\uff0c\u90fd\u4e0d\u8f38\u78a9\u4e8c\uff01<\/div>\n<\/div>\n<div class=\"x11i5rnm xat24cr x1mh8g0r x1vvkbs xtlvy1s x126k92a\">\n<div dir=\"auto\">\u672c\u6b21\u7af6\u8cfd\u7684\u76ee\u6a19\u662f\u9700\u8981\u5229\u7528\u885b\u661f\u5f71\u50cf\uff0c\u4f86\u9810\u6e2c\u6a6b\u8de8\u7f8e\u570b\u4e0d\u540c\u5730\u5340\u3001\u6642\u9593\u6bb5\u3001\u8fb2\u4f5c\u7269\u7684\u7522\u91cf\u3002\u56e0\u70ba\u8cc7\u6599\u7684\u591a\u6a23\u6027\u3001\u6642\u9593\u5e8f\u5217\u7684\u7279\u8cea\u548c\u5f71\u50cf\u7684\u7a7a\u9593\u89e3\u6790\u5ea6\u975e\u5e38\u4f4e\u7b49\u7b49\u539f\u56e0\uff0c\u5c0e\u81f4\u9019\u500b\u7522\u91cf\u4e0d\u5bb9\u6613\u9810\u6e2c\u3002\u9019\u500b\u554f\u984c\u76f8\u7576\u6709\u8da3\uff0c\u4e5f\u5f88\u5be6\u969b\uff0c\u5f88\u7b26\u5408ACVLab \u7684\u4e00\u8cab\u98a8\u683c\uff0c\u8981\u505a\u771f\u7684\u5be6\u7528\u6709\u5e6b\u52a9\u7684\u7814\u7a76\uff0c\u52dd\u904e\u65bc\u53ea\u767c\u8868\u8ad6\u6587XD<\/div>\n<\/div>\n<div class=\"x11i5rnm xat24cr x1mh8g0r x1vvkbs xtlvy1s x126k92a\">\n<div dir=\"auto\">\u540c\u5b78\u5011\u63a5\u7e8c\u4e4b\u524d\u900f\u904e\u7121\u4eba\u6a5f\u5f71\u50cf\u6aa2\u6e2c\u8fb2\u4f5c\u7269\u75be\u75c5\u7684\u7d93\u9a57\uff0c\u8a2d\u8a08\u51fa\u4e00\u9023\u4e32\u6a5f\u5236\uff0c\u905e\u8ff4\u5730\u4f86\u6355\u6349\u4e0d\u540c\u6642\u671f\u8fb2\u4f5c\u7269\u7684\u6f5b\u5728\u95dc\u806f\uff0c\u4e26\u4e14\u5f15\u5165\u4f5c\u7269\u6558\u8ff0\u548c\u57fa\u56e0\u8cc7\u6599\uff0c\u8a2d\u8a08\u51fa\u4e00\u500b\u57fa\u65bc\u591a\u6a21\u614b\u7279\u5fb5\u7684\u6642\u9593\u9810\u6e2c\u6a21\u578b\uff0c\u6700\u7d42\u9806\u5229\u5728\u5404\u570b\u597d\u624b\u4e2d\u812b\u7a4e\u800c\u51fa! \u518d\u6b21\u606d\u559c\u3002<\/div>\n<\/div>\n<div class=\"x11i5rnm xat24cr x1mh8g0r x1vvkbs xtlvy1s x126k92a\">\n<div dir=\"auto\">\u7af6\u8cfd\u5b98\u7db2\uff1a<span class=\"html-span xdj266r x11i5rnm xat24cr x1mh8g0r xexx8yu x4uap5 x18d9i69 xkhd6sd x1hl2dhg x16tdsg8 x1vvkbs\"><a class=\"x1i10hfl xjbqb8w x1ejq31n xd10rxx x1sy0etr x17r0tee x972fbf xcfux6l x1qhh985 xm0m39n x9f619 x1ypdohk xt0psk2 xe8uvvx xdj266r x11i5rnm xat24cr x1mh8g0r xexx8yu x4uap5 x18d9i69 xkhd6sd x16tdsg8 x1hl2dhg xggy1nq x1a2a7pz xkrqix3 x1sur9pj x1fey0fg x1s688f\" tabindex=\"0\" role=\"link\" href=\"https:\/\/l.facebook.com\/l.php?u=https%3A%2F%2F2024.mlcas.site%2Findex.html%3Ffbclid%3DIwZXh0bgNhZW0CMTAAAR5W2PFv2v3w1CIue4ID1YyEDKF7Jb48qiHWQ8jDAI7O8Zvp3OfTH93GIv1N3g_aem_b87GguQULgwqXezioiZVkg&amp;h=AT1S8A6V1Ul0jHjOUyeL0I9qOGcuUE-RzKXT09BEzoqi1a8Ts2zsEDrxdkxEABvJHtJSbB0m5Dm9ORgq50tUghSQcGQFKh3NGB5tZCm4QxWL2mbskFbGMR-K7v5slPT5rqfofwoszzSjjP-R&amp;__tn__=-UK-R&amp;c[0]=AT0UJ-H-mNQ573ncw6wwr4oyfGMrEjHrlc1oO5RGPbw-DMWxOE-yeNrMIsX5jmHmGxjyRp65P6uPfSnbVVKOcocczpNUdjdo74HSYldgKi2d35974mhbMX-c-Rgu92xtn2u9OszodY-yNva4vuNZSAB6Pzn7Nx2lZ2oco4TYUOJijtLeF4dnRFLTxE0H3FqbhCZIQQt0jlSnVvVmLwIpsqH2VA\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/2024.mlcas.site\/index.html<\/a><\/span><\/div>\n<\/div>\n<div class=\"x11i5rnm xat24cr x1mh8g0r x1vvkbs xtlvy1s x126k92a\">\n<div dir=\"auto\">&#8212;&#8212;&#8212;&#8212;<\/div>\n<div dir=\"auto\">Congratulations to ACVLAB members, first-year master&#8217;s student Jing-Heng Cheng and second-year master&#8217;s student Chia-Ming Lee, for achieving fifth place globally in the MLCAS24 Corn Yield Prediction Using Satellite Data competition! Although it&#8217;s &#8220;only&#8221; fifth place globally, the key point is that this time the main contributor has shifted to the new generation of members, with Jing-Heng taking the lead while Chia-Ming steps into a supporting role. This shows that this group of first-year master&#8217;s students, not only in terms of ability but also in attitude and motivation, is just as strong as the second-years!<\/div>\n<\/div>\n<div class=\"x11i5rnm xat24cr x1mh8g0r x1vvkbs xtlvy1s x126k92a\">\n<div dir=\"auto\">The goal of this competition was to use satellite imagery to predict crop yields across different regions and time periods in the U.S. Due to the diversity of the data, the time-series nature, and the very low spatial resolution of the images, predicting yield was quite challenging. This problem was both interesting and practical, which aligns perfectly with ACVLAB\u2019s style of conducting truly useful and impactful research, rather than just focusing on publishing papers.<\/div>\n<\/div>\n<div class=\"x11i5rnm xat24cr x1mh8g0r x1vvkbs xtlvy1s x126k92a\">\n<div dir=\"auto\">Building on their previous experience with detecting crop diseases using drone imagery, the students designed a series of mechanisms to iteratively capture the potential correlations of crops at different stages. They also incorporated crop descriptions and genetic data to create a time prediction model based on multimodal features, ultimately standing out among competitors from around the world! Congratulations again!<\/div>\n<\/div>\n<div class=\"x11i5rnm xat24cr x1mh8g0r x1vvkbs xtlvy1s x126k92a\">\n<div dir=\"auto\"><span class=\"html-span xdj266r x11i5rnm xat24cr x1mh8g0r xexx8yu x4uap5 x18d9i69 xkhd6sd x1hl2dhg x16tdsg8 x1vvkbs\"><a class=\"x1i10hfl xjbqb8w x1ejq31n xd10rxx x1sy0etr x17r0tee x972fbf xcfux6l x1qhh985 xm0m39n x9f619 x1ypdohk xt0psk2 xe8uvvx xdj266r x11i5rnm xat24cr x1mh8g0r xexx8yu x4uap5 x18d9i69 xkhd6sd x16tdsg8 x1hl2dhg xggy1nq x1a2a7pz xkrqix3 x1sur9pj x1fey0fg x1s688f\" tabindex=\"0\" role=\"link\" href=\"https:\/\/www.facebook.com\/hashtag\/ncku?__eep__=6&amp;__cft__[0]=AZUOK6dLXt8CinbRZbd7UxLkGsnVvsp8RjpWqyaa2p4H8vjrzAbFcHxmpyrfp8yEpzir2dzQeHKuM_apAlkNzIVNi0PBiNNzD_i6zD6GFU4257cuF-uV7lfjhkcqSrSxoQ7EcBYaQ4FqwpsyAqnvTv5UxvXxTX9Gtdlu_n_H1SaV6jZgb0kVVA9PMnGB93a2EiA&amp;__tn__=*NK-R\">#NCKU<\/a><\/span><\/div>\n<div dir=\"auto\"><span class=\"html-span xdj266r x11i5rnm xat24cr x1mh8g0r xexx8yu x4uap5 x18d9i69 xkhd6sd x1hl2dhg x16tdsg8 x1vvkbs\"><a 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x1fey0fg x1s688f\" tabindex=\"0\" role=\"link\" href=\"https:\/\/www.facebook.com\/hashtag\/datascience?__eep__=6&amp;__cft__[0]=AZUOK6dLXt8CinbRZbd7UxLkGsnVvsp8RjpWqyaa2p4H8vjrzAbFcHxmpyrfp8yEpzir2dzQeHKuM_apAlkNzIVNi0PBiNNzD_i6zD6GFU4257cuF-uV7lfjhkcqSrSxoQ7EcBYaQ4FqwpsyAqnvTv5UxvXxTX9Gtdlu_n_H1SaV6jZgb0kVVA9PMnGB93a2EiA&amp;__tn__=*NK-R\">#DataScience<\/a><\/span><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"\u00abret\u00bb\" class=\"html-div xdj266r x11i5rnm xat24cr x1mh8g0r xexx8yu x4uap5 x18d9i69 xkhd6sd x1n2onr6\">\n<div class=\"html-div xdj266r x11i5rnm xat24cr x1mh8g0r xexx8yu x4uap5 x18d9i69 xkhd6sd x1n2onr6\">\n<div class=\"html-div xdj266r x11i5rnm xat24cr x1mh8g0r xexx8yu x4uap5 x18d9i69 xkhd6sd\">\n<div class=\"x1n2onr6\">\n<div class=\"x1n2onr6\">\n<div class=\"x6ikm8r x10wlt62 x10l6tqk\">\n<div class=\"html-div xdj266r x11i5rnm xat24cr x1mh8g0r xexx8yu x4uap5 x18d9i69 xkhd6sd x6ikm8r x10wlt62\">\n<div class=\"xqtp20y x6ikm8r x10wlt62 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