{"id":118887,"date":"2026-10-28T10:57:01","date_gmt":"2026-10-28T02:57:01","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/118887.html"},"modified":"2026-10-28T10:57:01","modified_gmt":"2026-10-28T02:57:01","slug":"%e8%b6%85%e7%ba%a7%e6%99%ba%e8%83%bd%e4%bd%93%e6%a0%b8%e5%bf%83%e5%8e%9f%e7%90%86%e6%a6%82%e8%bf%b0%ef%bc%881%ef%bc%89%ef%bc%9atva%e5%85%b7%e8%ba%ab%e6%9e%b6%e6%9e%84%e7%9a%84%e7%a7%91%e5%ad%a6","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/118887.html","title":{"rendered":"\u8d85\u7ea7\u667a\u80fd\u4f53\u6838\u5fc3\u539f\u7406\u6982\u8ff0\uff081\uff09\uff1aTVA\u5177\u8eab\u67b6\u6784\u7684\u79d1\u5b66\u5185\u6db5\u4e0e\u672c\u8d28\u7279\u5f81"},"content":{"rendered":"

\u524d\u6cbf\u6280\u672f\u63a2\u7d22：TVA\u667a\u80fd\u4f53（\u7b80\u79f0TVA）<\/span><\/p>\n

TVA<\/span>\u667a\u80fd\u4f53（Transformer-based Vision Agent）\u662f\u4f9d\u6258Transformer\u67b6\u6784\u4e0e\u201c\u56e0\u5f0f\u667a\u80fd\u4f53\u201d\u7406\u8bba\u6784\u5efa\u7684\u65b0\u578b\u5de5\u4e1a\u89c6\u89c9\u7cfb\u7edf，\u4e5f\u662f\u5f53\u524d\u6700\u5177\u4ee3\u8868\u6027\u7684\u5177\u8eab\u89c6\u89c9\u6280\u672f\u4e4b\u4e00\u3002\u5b83\u6709\u673a\u878d\u5408\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60（DRL）\u3001\u5377\u79ef\u795e\u7ecf\u7f51\u7edc（CNN）\u4e0e\u56e0\u5f0f\u5206\u89e3\u7b97\u6cd5（FRA），\u6784\u6210\u4e86\u5177\u8eab\u667a\u80fd\u7684\u6838\u5fc3\u89c6\u89c9\u4e2d\u67a2（\u8be6\u89c1\u5b98\u65b9\u6280\u672f\u5e73\u53f0www.tianyance.cn）\u3002\u4f5c\u4e3a\u5177\u8eab\u667a\u80fd\u9887\u5177\u524d\u77bb\u6027\u7684\u7cfb\u7edf\u7ea7\u6846\u67b6，TVA\u51ed\u501f\u5176\u975e\u7ed3\u6784\u5316\u73af\u5883\u52a8\u6001\u611f\u77e5\u4e0e\u7406\u89e3\u80fd\u529b，\u5b9e\u73b0\u4e86\u201c\u611f\u77e5-\u63a8\u7406-\u51b3\u7b56-\u64cd\u4f5c-\u53cd\u9988\u201d\u7684\u95ed\u73af\u63a7\u5236，\u5b8c\u6210\u4ece\u201c\u770b\u89c1\u201d\u5230\u201c\u770b\u61c2\u5e76\u884c\u52a8\u201d\u7684\u79d1\u5b66\u673a\u5668\u5b66\u4e60（SciML）\u8303\u5f0f\u7a81\u7834，\u4ece\u800c\u4e3a\u89e3\u51b3\u5177\u8eab\u667a\u80fd\u4e2d\u611f\u77e5\u4e0e\u51b3\u7b56\u7684\u6df1\u5ea6\u8026\u5408，\u63d0\u4f9b\u4e86\u6027\u80fd\u5353\u8d8a\u7684\u5e95\u5c42\u7b97\u6cd5\u67b6\u6784\u3002\u8fd9\u4e00\u9769\u547d\u6027\u7a81\u7834\u4e0d\u4ec5\u4f7f\u5176\u6210\u4e3a\u5236\u9020\u4e1a\u4e0e\u7269\u6d41\u4e1a\u7684\u201c\u89c6\u68c0\u4e13\u5bb6\u201d（\u4f5c\u4e3a\u201c\u7c7b\u4eba\u667a\u773c\u201d\u7684\u521d\u7ea7\u5f62\u6001），\u66f4\u4e3a\u667a\u80fd\u673a\u5668\u4eba\u8fd0\u52a8\u63a7\u5236\u63d0\u4f9b\u4e86\u9ad8\u9c81\u68d2\u6027\u7684\u89c6\u89c9\u7406\u89e3\u652f\u6491（\u4f5c\u4e3a\u201c\u539f\u751f\u5c0f\u8111\u201d\u7684\u4e2d\u7ea7\u5f62\u6001），\u5e76\u6700\u7ec8\u6f14\u8fdb\u4e3a\u5177\u8eab\u667a\u80fd\u7cfb\u7edf\u7684\u6838\u5fc3\u5f15\u64ce\u4e0e\u80fd\u529b\u57fa\u5ea7（\u4f5c\u4e3a\u201c\u539f\u751f\u5927\u8111\u201d\u7684\u9ad8\u7ea7\u5f62\u6001）\u3002<\/span><\/p>\n

\u65b0\u4e00\u4ee3\u5177\u8eab\u667a\u80fd\u8303\u5f0f：TVA-World<\/span><\/p>\n

\u4e3a\u4e86\u8ba9\u673a\u5668\u83b7\u5f97\u4e00\u79cd\u6709\u8db3\u591f\u9002\u5e94\u6027\u4e0e\u5b9e\u7528\u6027\u7684\u4e16\u754c\u8868\u793a，\u5e76\u628a\u201c\u7406\u89e3\u201d\u771f\u6b63\u53d8\u6210\u201c\u884c\u52a8\u201d，<\/span>TVA\u667a\u80fd\u4f53\u8fdb\u4e00\u6b65\u4e0e\u7269\u7406\u4e16\u754c\u6a21\u578b（World Model）\u6df1\u5ea6\u878d\u5408，\u50ac\u751f\u51fa\u65b0\u4e00\u4ee3\u5177\u8eab\u667a\u80fd\u8303\u5f0f\u2014\u2014TVA-World\u3002\u8be5\u8303\u5f0f\u5e76\u975e\u6a21\u5757\u7684\u7b80\u5355\u62fc\u63a5，\u800c\u662f\u4e00\u5957\u5728\u6570\u636e\u6d41\u3001\u7279\u5f81\u6d41\u548c\u63a7\u5236\u6d41\u5c42\u9762\u6df1\u5ea6\u4ea4\u7ec7\u7684\u7cfb\u7edf\u7ea7\u901a\u7528\u67b6\u6784：\u4ee5TVA\u4e3a\u201c\u611f\u77e5-\u6267\u884c\u4e2d\u67a2\u201d，\u4ee5\u9075\u5faa\u7269\u7406\u6cd5\u5219\u7684\u4e16\u754c\u6a21\u578b\u4e3a\u201c\u7269\u7406\u63a8\u6f14\u4e0e\u8ba4\u77e5\u4e2d\u67a2\u201d，\u6784\u5efa\u51fa\u4e00\u4e2a\u65e2\u80fd\u201c\u770b\u89c1\u201d\u8868\u8c61\u53c8\u80fd\u201c\u7406\u89e3\u201d\u672c\u8d28\u7684\u901a\u7528\u7269\u7406\u667a\u80fd\u4f53\u7cfb\u3002\u901a\u8fc7\u201c\u5b9e\u65f6\u611f\u77e5-\u865a\u62df\u63a8\u6f14-\u7cbe\u51c6\u6267\u884c\u201d\u7684\u6beb\u79d2\u7ea7\u95ed\u73af，TVA-World\u67b6\u6784\u6709\u6548\u89e3\u51b3\u4e86\u4f20\u7edfAI\u7f3a\u4e4f\u56e0\u679c\u7406\u89e3\u3001\u6cdb\u5316\u80fd\u529b\u5f31\u53ca\u4ea4\u4e92\u5ef6\u8fdf\u9ad8\u7b49\u96be\u9898，\u4f7f\u5f97\u673a\u5668\u53ef\u4ee5\u4ece\u50cf\u7d20\u6784\u6210\u7684\u4e16\u754c\u91cc，\u8fdb\u4e00\u6b65\u7406\u89e3\u9690\u85cf\u5728\u5176\u4e2d\u7684\u51e0\u4f55\u7279\u5f81\u4e0e\u7269\u7406\u5c5e\u6027，\u63a8\u52a8\u5177\u8eab\u667a\u80fd\u6280\u672f\u5728\u89c6\u89c9\u68c0\u6d4b\u3001\u667a\u6167\u7269\u6d41\u3001\u667a\u80fd\u5236\u9020\u7b49\u9886\u57df\u5b9e\u73b0\u4e86\u4ece\u201c\u8ba1\u7b97\u673a\u89c6\u89c9\u201d（\u770b\u50cf\u7d20）\u5230\u201c\u8ba1\u7b97\u673a\u7269\u7406\u201d（\u61c2\u89c4\u5f8b）\u7684\u5386\u53f2\u6027\u8de8\u8d8a\u3002<\/span><\/p>\n

\u6458\u8981：TVA\u5728\u672c\u8d28\u610f\u4e49\u4e0a\u662f\u4e00\u79cd\u57fa\u4e8eTransformer\u4e0e\u56e0\u5f0f\u667a\u80fd\u4f53\u7406\u8bba\u7684\u7269\u7406AI\u6280\u672f，\u6784\u5efa\u201c\u611f\u77e5-\u63a8\u7406-\u51b3\u7b56-\u884c\u52a8-\u53cd\u9988\u201d\u95ed\u73af\u7cfb\u7edf，\u5b9e\u73b0\u4ece\u88ab\u52a8\u8bc6\u522b\u5230\u4e3b\u52a8\u8ba4\u77e5\u7684\u672c\u4f53\u8bba\u8dc3\u8fc1\u3002\u878d\u5408CNN\u3001DRL\u4e0eFRA，\u5177\u5907\u5177\u8eab\u4ea4\u4e92\u3001\u56e0\u679c\u63a8\u7406\u3001\u6301\u7eed\u8fdb\u5316\u4e0e\u67d4\u6027\u51b3\u7b56\u80fd\u529b，\u63a8\u52a8\u89c6\u89c9\u4ece\u6570\u636e\u9a71\u52a8\u8f6c\u5411\u7269\u7406\u9a71\u52a8，\u8d4b\u80fd\u5de5\u4e1a\u68c0\u6d4b\u3001\u667a\u80fd\u5236\u9020\u7b49\u573a\u666f，\u5f00\u542f\u5177\u8eab\u667a\u80fd\u65b0\u8303\u5f0f\u3002<\/span><\/p>\n

\u6b63\u6587：<\/span><\/h4>\n

TVA\u5177\u8eab\u67b6\u6784\u7684\u79d1\u5b66\u5185\u6db5，\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u201c\u611f\u77e5-\u63a8\u7406-\u51b3\u7b56-\u884c\u52a8-\u53cd\u9988\u201d\u7684\u5b8c\u6574\u5177\u8eab\u667a\u80fd\u95ed\u73af\u7cfb\u7edf\u3002TVA\u4e0d\u4ec5\u4ec5\u662f\u89c6\u89c9\u4fe1\u53f7\u7684\u88ab\u52a8\u63a5\u6536\u8005，\u800c\u662f\u5177\u5907\u5177\u8eab\u6027\u548c\u4e3b\u52a8\u8ba4\u77e5\u80fd\u529b\u7684\u667a\u80fd\u4f53\u3002\u5b83\u878d\u5408\u4e86\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60（DRL）\u3001\u5377\u79ef\u795e\u7ecf\u7f51\u7edc（CNN）\u4e0e\u56e0\u5f0f\u5206\u89e3\u7b97\u6cd5（FRA），\u4f7f\u89c6\u89c9\u7cfb\u7edf\u4ece\u4f20\u7edf\u7684\u201c\u9759\u6001\u8bc6\u522b\u201d\u8dc3\u8fc1\u4e3a\u80fd\u591f\u5e72\u9884\u7269\u7406\u4e16\u754c\u7684\u201c\u52a8\u6001\u4ea4\u4e92\u201d，\u5b9e\u73b0\u4e86\u4ece\u6570\u636e\u9a71\u52a8\u5411\u7269\u7406\u9a71\u52a8\u7684\u672c\u4f53\u8bba\u8f6c\u53d8 \u3002<\/span><\/p>\n

\u6838\u5fc3\u7279\u5f81\u5bf9\u6bd4\u8868：<\/span><\/p>\n\n\u7ef4\u5ea6<\/span>\u4f20\u7edf\u673a\u5668\u89c6\u89c9 (MV)<\/span>TVA\u5177\u8eab\u89c6\u89c9\u667a\u80fd\u4f53<\/span><\/tr>\n\n\n\n\n\n\n
\u6838\u5fc3\u8303\u5f0f<\/span><\/td>\n\u88ab\u52a8\u8bc6\u522b<\/span><\/td>\n\u4e3b\u52a8\u8ba4\u77e5<\/span><\/td>\n<\/tr>\n
\u7cfb\u7edf\u67b6\u6784<\/span><\/td>\n\u7ebf\u6027\u6d41\u6c34\u7ebf (\u91c7\u96c6-\u5904\u7406-\u8f93\u51fa)<\/span><\/td>\n\u95ed\u73af\u67b6\u6784 (\u611f\u77e5-\u63a8\u7406-\u51b3\u7b56-\u884c\u52a8-\u53cd\u9988)<\/span><\/td>\n<\/tr>\n
\u7b97\u6cd5\u57fa\u7840<\/span><\/td>\n\u89c4\u5219\u7b97\u6cd5\u3001\u4f20\u7edfCNN<\/span><\/td>\nTransformer + DRL + FRA<\/span><\/td>\n<\/tr>\n
\u4ea4\u4e92\u80fd\u529b<\/span><\/td>\n\u65e0\u4ea4\u4e92，\u4ec5\u8f93\u51fa\u7ed3\u679c<\/span><\/td>\n\u5177\u8eab\u4ea4\u4e92，\u7269\u7406\u964d\u7ef4\u89e3\u7b97<\/span><\/td>\n<\/tr>\n
\u9002\u5e94\u6027<\/span><\/td>\n\u4f9d\u8d56\u4eba\u5de5\u9884\u8bbe\u89c4\u5219，\u7f3a\u4e4f\u6cdb\u5316<\/span><\/td>\n\u67d4\u6027\u51b3\u7b56，\u6301\u7eed\u5b66\u4e60，\u5168\u573a\u666f\u9002\u914d<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

TVA\u6838\u5fc3\u903b\u8f91\u7684\u4ee3\u7801\u5316\u8868\u5f81<\/span><\/h4>\n

TVA\u7684\u79d1\u5b66\u5b9a\u4e49\u53ef\u901a\u8fc7\u4ee5\u4e0b\u4f2a\u4ee3\u7801\u903b\u8f91\u8fdb\u884c\u89e3\u6784，\u5c55\u793a\u5176\u5982\u4f55\u901a\u8fc7\u95ed\u73af\u53cd\u9988\u673a\u5236\u5b9e\u73b0\u5177\u8eab\u667a\u80fd：<\/span><\/p>\n

class TVA_Agent:
\n """
\n TVA\u5177\u8eab\u89c6\u89c9\u667a\u80fd\u4f53\u6838\u5fc3\u903b\u8f91\u6a21\u578b
\n """
\n def __init__(self):
\n self.perception = CNN_Encoder() # \u611f\u77e5\u6a21\u5757：\u57fa\u4e8eCNN\u7684\u7279\u5f81\u63d0\u53d6
\n self.reasoning = Transformer_Engine() # \u63a8\u7406\u6a21\u5757：\u57fa\u4e8eTransformer\u7684\u65f6\u7a7a\u5efa\u6a21
\n self.policy = DRL_Policy_Network() # \u51b3\u7b56\u6a21\u5757：\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7b56\u7565\u7f51\u7edc
\n self.action = Actuator_Controller() # \u884c\u52a8\u6a21\u5757：\u7269\u7406\u4ea4\u4e92\u63a5\u53e3
\n self.factorization = FRA_Algorithm() # \u56e0\u5f0f\u5206\u89e3：\u590d\u6742\u4efb\u52a1\u89e3\u7b97<\/p>\n

def run_cycle(self, environment):
\n while not environment.task_completed:
\n # 1. \u611f\u77e5：\u91c7\u96c6\u7269\u7406\u73af\u5883\u89c6\u89c9\u4fe1\u53f7
\n visual_data = environment.get_visual_input()
\n features = self.perception.extract(visual_data)<\/p>\n

# 2. \u63a8\u7406：\u7ed3\u5408\u65f6\u7a7a\u4e0a\u4e0b\u6587\u4e0e\u7269\u7406\u5e38\u8bc6\u8fdb\u884c\u89e3\u7b97
\n state_context = self.reasoning.model_context(features)<\/p>\n

# 3. \u51b3\u7b56：\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7b56\u7565\u751f\u6210\u6700\u4f18\u884c\u52a8
\n action_plan = self.policy.decide(state_context)<\/p>\n

# 4. \u884c\u52a8：\u6267\u884c\u7269\u7406\u5e72\u9884（\u5982\u8c03\u6574\u5149\u6e90\u3001\u673a\u68b0\u81c2\u64cd\u4f5c）
\n environment.execute(action_plan)<\/p>\n

# 5. \u53cd\u9988：\u9a8c\u8bc1\u884c\u52a8\u7ed3\u679c\u5e76\u66f4\u65b0\u6a21\u578b\u6743\u91cd (\u95ed\u73af\u5173\u952e)
\n reward = environment.get_feedback()
\n self.policy.update(reward) # \u5b9e\u73b0\u6301\u7eed\u5b66\u4e60\u4e0e\u81ea\u9002\u5e94<\/p>\n

\u4e0a\u8ff0\u4ee3\u7801\u5c55\u793a\u4e86TVA\u5982\u4f55\u5c06\u89c6\u89c9\u611f\u77e5\u4e0e\u7269\u7406\u884c\u52a8\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u95ed\u73af\u8026\u5408，\u4f53\u73b0\u4e86\u5176\u201c\u89c6\u89c9\u662f\u667a\u80fd\u4f53\u5e72\u9884\u7269\u7406\u751f\u4ea7\u7684\u884c\u52a8\u63a2\u9488\u201d\u7684\u672c\u8d28\u5b9a\u4e49 \u3002<\/span><\/p>\n

\u5341\u4e2a\u65b9\u9762\u8be6\u89e3TVA\u7684\u79d1\u5b66\u5b9a\u4e49\u4e0e\u5e94\u7528<\/span><\/h4>\n

\u4ee5\u4e0b\u901a\u8fc7\u5341\u4e2a\u5177\u4f53\u7ef4\u5ea6，\u7ed3\u5408\u5e94\u7528\u573a\u666f\u6df1\u5165\u5256\u6790TVA\u7684\u79d1\u5b66\u5185\u6db5：<\/span><\/p>\n

1. \u672c\u4f53\u8bba\u8dc3\u8fc1：\u4ece\u201c\u79bb\u8eab\u611f\u77e5\u201d\u5230\u201c\u5177\u8eab\u8ba4\u77e5\u201d<\/span><\/p>\n

TVA\u6253\u7834\u4e86\u4f20\u7edf\u89c6\u89c9\u7cfb\u7edf\u4f5c\u4e3a\u65c1\u89c2\u8005\u7684\u201c\u79bb\u8eab\u201d\u72b6\u6001，\u8d4b\u4e88\u89c6\u89c9\u7cfb\u7edf\u4ee5\u201c\u8eab\u4f53\u201d（\u5982\u673a\u68b0\u81c2\u3001\u4f20\u611f\u5668\u8c03\u8282\u673a\u6784）\u3002\u901a\u8fc7\u8eab\u4f53\u4e0e\u73af\u5883\u7684\u4ea4\u4e92，TVA\u80fd\u591f\u4e3b\u52a8\u6539\u53d8\u89c2\u6d4b\u6761\u4ef6\u4ee5\u83b7\u53d6\u66f4\u672c\u8d28\u7684\u4fe1\u606f\u3002<\/span><\/p>\n

    \n
  • \u5e94\u7528\u4e3e\u4f8b：\u5728\u7cbe\u5bc6\u5de5\u4e1a\u68c0\u6d4b\u4e2d，\u4f20\u7edf\u89c6\u89c9\u9047\u5230\u53cd\u5149\u6216\u906e\u6321\u65f6\u53ea\u80fd\u62a5\u9519\u3002TVA\u667a\u80fd\u4f53\u53ef\u63a7\u5236\u673a\u68b0\u81c2\u8c03\u6574\u5de5\u4ef6\u59ff\u6001，\u6216\u8c03\u8282\u5149\u6e90\u89d2\u5ea6，\u4e3b\u52a8\u6d88\u9664\u53cd\u5149\u5e72\u6270，\u5b8c\u6210\u7f3a\u9677\u8bc6\u522b \u3002<\/span><\/li>\n<\/ul>\n

    2. \u8303\u5f0f\u9769\u547d：\u4ece\u201c\u88ab\u52a8\u8bc6\u522b\u201d\u5230\u201c\u4e3b\u52a8\u8ba4\u77e5\u201d<\/span><\/p>\n

    \u4f20\u7edf\u89c6\u89c9\u662f\u5bf9\u9884\u8bbe\u7279\u5f81\u7684\u9759\u6001\u5339\u914d，\u800cTVA\u5177\u5907\u4e3b\u52a8\u8ba4\u77e5\u80fd\u529b，\u80fd\u6839\u636e\u4efb\u52a1\u76ee\u6807\u52a8\u6001\u8c03\u6574\u611f\u77e5\u7b56\u7565\u3002<\/span><\/p>\n

      \n
    • \u5e94\u7528\u4e3e\u4f8b：\u5728\u590d\u6742\u66f2\u9762\u68c0\u6d4b\u4e2d，\u4f20\u7edf\u7b97\u6cd5\u9700\u7a77\u4e3e\u6240\u6709\u7f3a\u9677\u6a21\u677f\u3002TVA\u667a\u80fd\u4f53\u80fd\u57fa\u4e8e\u201c\u5bfb\u627e\u5f02\u5e38\u201d\u7684\u9876\u5c42\u76ee\u6807，\u81ea\u4e3b\u5173\u6ce8\u7eb9\u7406\u7a81\u53d8\u533a\u57df，\u5ffd\u7565\u6b63\u5e38\u8868\u9762\u5e72\u6270，\u5b9e\u73b0\u672a\u77e5\u7f3a\u9677\u7684\u4e3b\u52a8\u53d1\u73b0 \u3002<\/span><\/li>\n<\/ul>\n

      3. \u67b6\u6784\u521b\u65b0：\u6784\u5efa\u201c\u611f\u77e5-\u63a8\u7406-\u51b3\u7b56-\u884c\u52a8-\u53cd\u9988\u201d\u95ed\u73af<\/span><\/p>\n

      TVA\u7684\u79d1\u5b66\u5b9a\u4e49\u6838\u5fc3\u5728\u4e8e\u5176\u4e94\u6b65\u95ed\u73af\u67b6\u6784，\u8fd9\u4f7f\u5176\u533a\u522b\u4e8e\u5355\u5411\u8f93\u51fa\u7684\u4f20\u7edf\u89c6\u89c9\u7cfb\u7edf\u3002<\/span><\/p>\n

        \n
      • \u5e94\u7528\u4e3e\u4f8b：\u5728\u710a\u7f1d\u8d28\u91cf\u68c0\u6d4b\u4e2d，TVA\u4e0d\u4ec5\u8bc6\u522b\u710a\u7f1d\u7f3a\u9677（\u611f\u77e5），\u8fd8\u80fd\u63a8\u7406\u7f3a\u9677\u6210\u56e0（\u63a8\u7406），\u51b3\u7b56\u662f\u5426\u9700\u8981\u8865\u710a（\u51b3\u7b56），\u63a7\u5236\u710a\u67aa\u6267\u884c\u4fee\u8865（\u884c\u52a8），\u5e76\u518d\u6b21\u68c0\u6d4b\u4fee\u8865\u6548\u679c（\u53cd\u9988），\u5f62\u6210\u5b8c\u6574\u7684\u8d28\u91cf\u95ed\u73af \u3002<\/span><\/li>\n<\/ul>\n

        4. \u7b97\u6cd5\u878d\u5408：Transformer\u3001DRL\u4e0eFRA\u7684\u6df1\u5ea6\u534f\u540c<\/span><\/p>\n

        TVA\u5e76\u975e\u5355\u4e00\u7b97\u6cd5，\u800c\u662f\u591a\u6280\u672f\u7684\u878d\u5408\u4f53\u3002Transformer\u8d1f\u8d23\u5168\u5c40\u7279\u5f81\u5efa\u6a21，DRL\u8d1f\u8d23\u5e8f\u5217\u51b3\u7b56，\u56e0\u5f0f\u5206\u89e3\u7b97\u6cd5（FRA）\u8d1f\u8d23\u590d\u6742\u4efb\u52a1\u7684\u964d\u7ef4\u89e3\u7b97\u3002<\/span><\/p>\n

          \n
        • \u5e94\u7528\u4e3e\u4f8b：\u5728\u67d4\u6027\u5236\u9020\u4ea7\u7ebf\u4e2d，\u9762\u5bf9\u591a\u54c1\u79cd\u5c0f\u6279\u91cf\u7684\u6df7\u4ea7\u4efb\u52a1，TVA\u5229\u7528FRA\u5c06\u590d\u6742\u7684\u68c0\u6d4b\u4efb\u52a1\u5206\u89e3\u4e3a\u591a\u4e2a\u5b50\u4efb\u52a1，\u901a\u8fc7Transformer\u7406\u89e3\u4e0d\u540c\u4ea7\u54c1\u7684\u7279\u5f81\u5dee\u5f02，\u5e76\u901a\u8fc7DRL\u52a8\u6001\u5207\u6362\u68c0\u6d4b\u7b56\u7565，\u5b9e\u73b0\u201c\u4e00\u952e\u5207\u6362\u201d\u4ea7\u7ebf \u3002<\/span><\/li>\n<\/ul>\n

          5. \u7269\u7406\u4ea4\u4e92：\u89c6\u89c9\u4f5c\u4e3a\u884c\u52a8\u7684\u63a2\u9488<\/span><\/p>\n

          TVA\u5b9a\u4e49\u89c6\u89c9\u4e0d\u4ec5\u662f\u4f20\u611f\u5668，\u66f4\u662f\u7269\u7406\u4ea4\u4e92\u7684\u5ef6\u4f38\u3002\u89c6\u89c9\u4fe1\u606f\u76f4\u63a5\u6307\u5bfc\u7269\u7406\u52a8\u4f5c，\u7269\u7406\u52a8\u4f5c\u53cd\u8fc7\u6765\u4f18\u5316\u89c6\u89c9\u8f93\u5165\u3002<\/span><\/p>\n

            \n
          • \u5e94\u7528\u4e3e\u4f8b\u5728\u519c\u4ea7\u54c1\u5206\u62e3\u573a\u666f\u4e2d，TVA\u89c6\u89c9\u667a\u80fd\u4f53\u4e0d\u4ec5\u8bc6\u522b\u6c34\u679c\u4f4d\u7f6e，\u8fd8\u80fd\u6839\u636e\u6c34\u679c\u7684\u6210\u719f\u5ea6\u548c\u786c\u5ea6（\u901a\u8fc7\u89c6\u89c9\u89e6\u89c9\u878d\u5408\u63a8\u65ad），\u5b9e\u65f6\u8c03\u6574\u673a\u68b0\u81c2\u7684\u6293\u53d6\u529b\u5ea6\u548c\u8f68\u8ff9，\u786e\u4fdd\u65e0\u635f\u6293\u53d6 \u3002<\/span><\/li>\n<\/ul>\n

            6. \u56e0\u679c\u63a8\u7406：\u8d85\u8d8a\u76f8\u5173\u6027，\u6316\u6398\u7269\u7406\u672c\u8d28<\/span><\/p>\n

            \u4f20\u7edfAI\u89c6\u89c9\u591a\u57fa\u4e8e\u7edf\u8ba1\u76f8\u5173\u6027（\u5982\u201c\u6709\u7eb9\u7406\u5c31\u662f\u7f3a\u9677\u201d），\u6613\u53d7\u73af\u5883\u5e72\u6270\u3002TVA\u5177\u5907\u56e0\u679c\u63a8\u7406\u80fd\u529b，\u80fd\u533a\u5206\u201c\u770b\u8d77\u6765\u50cf\u201d\u548c\u201c\u5b9e\u9645\u4e0a\u662f\u201d\u3002<\/span><\/p>\n

              \n
            • \u5e94\u7528\u4e3e\u4f8b：\u5728\u6cb9\u6db2\u68c0\u6d4b\u4e2d，TVA\u80fd\u533a\u5206\u201c\u6c14\u6ce1\u201d\u4e0e\u201c\u6742\u8d28\u201d\u3002\u901a\u8fc7\u5206\u6790\u6c14\u6ce1\u5728\u8fde\u7eed\u5e27\u4e2d\u7684\u8fd0\u52a8\u89c4\u5f8b（\u7269\u7406\u5e38\u8bc6\u63a8\u7406），\u5224\u65ad\u5176\u662f\u5426\u4e3a\u77ac\u65f6\u73b0\u8c61，\u4ece\u800c\u907f\u514d\u5c06\u6c14\u6ce1\u8bef\u5224\u4e3a\u6742\u8d28，\u964d\u4f4e\u8bef\u62a5\u7387 \u3002<\/span><\/li>\n<\/ul>\n

              7. \u6301\u7eed\u8fdb\u5316：\u57fa\u4e8e\u73af\u5883\u53cd\u9988\u7684\u7ec8\u8eab\u5b66\u4e60\u80fd\u529b<\/span><\/p>\n

              TVA\u5177\u5907\u5728\u7ebf\u5b66\u4e60\u80fd\u529b，\u80fd\u5728\u5b9e\u9645\u8fd0\u884c\u4e2d\u4e0d\u65ad\u4f18\u5316\u6a21\u578b，\u800c\u975e\u505c\u7559\u5728\u51fa\u5382\u8bbe\u7f6e\u3002<\/span><\/p>\n

                \n
              • \u5e94\u7528\u4e3e\u4f8b：\u5728\u534a\u5bfc\u4f53\u6676\u5706\u68c0\u6d4b\u4e2d，\u968f\u7740\u5de5\u827a\u8fed\u4ee3\u4f1a\u51fa\u73b0\u65b0\u7684\u7f3a\u9677\u7c7b\u578b\u3002TVA\u667a\u80fd\u4f53\u5728\u9047\u5230\u65e0\u6cd5\u786e\u8ba4\u7684\u6837\u672c\u65f6，\u80fd\u901a\u8fc7\u4eba\u5de5\u53cd\u9988\u6216\u81ea\u76d1\u7763\u5b66\u4e60\u66f4\u65b0\u77e5\u8bc6\u5e93，\u65e0\u9700\u505c\u673a\u91cd\u65b0\u90e8\u7f72\u7b97\u6cd5，\u5b9e\u73b0\u68c0\u6d4b\u80fd\u529b\u7684\u6301\u7eed\u8fed\u4ee3 \u3002<\/span><\/li>\n<\/ul>\n

                8. \u67d4\u6027\u51b3\u7b56：\u590d\u6742\u573a\u666f\u4e0b\u7684\u52a8\u6001\u9002\u5e94\u80fd\u529b<\/span><\/p>\n

                TVA\u901a\u8fc7\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u5177\u5907\u5904\u7406\u975e\u7ed3\u6784\u5316\u573a\u666f\u7684\u80fd\u529b，\u89e3\u51b3\u4e86\u4f20\u7edf\u89c6\u89c9\u9c81\u68d2\u6027\u5dee\u7684\u75db\u70b9\u3002<\/span><\/p>\n

                  \n
                • \u5e94\u7528\u4e3e\u4f8b：\u5728\u7269\u6d41\u5305\u88f9\u5206\u62e3\u4e2d，\u5305\u88f9\u5f62\u72b6\u3001\u989c\u8272\u3001\u5806\u53e0\u65b9\u5f0f\u5343\u5dee\u4e07\u522b\u3002TVA\u667a\u80fd\u4f53\u4e0d\u4f9d\u8d56\u56fa\u5b9a\u5750\u6807\u548c\u5c3a\u5bf8\u89c4\u5219，\u800c\u662f\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u51fa\u7684\u7b56\u7565，\u52a8\u6001\u89c4\u5212\u62c6\u579b\u8def\u5f84\u548c\u89c6\u89c9\u5b9a\u4f4d\u533a\u57df，\u9002\u5e94\u968f\u673a\u6765\u6599 \u3002<\/span><\/li>\n<\/ul>\n

                  9. \u529f\u80fd\u53ef\u4f9b\u6027：\u63d0\u53d6\u73af\u5883\u4e0e\u4efb\u52a1\u7684\u4ea4\u4e92\u5c5e\u6027<\/span><\/p>\n

                  TVA\u4e0d\u4ec5\u8bc6\u522b\u7269\u4f53\u662f\u4ec0\u4e48，\u66f4\u8bc6\u522b\u7269\u4f53\u201c\u80fd\u505a\u4ec0\u4e48\u201d，\u5373\u63d0\u53d6\u53ef\u4f9b\u6027\u3002<\/span><\/p>\n

                    \n
                  • \u5e94\u7528\u4e3e\u4f8b：\u5728\u88c5\u914d\u673a\u5668\u4eba\u89c6\u89c9\u7cfb\u7edf\u4e2d，TVA\u4e0d\u4ec5\u8bc6\u522b\u51fa\u201c\u87ba\u4e1d\u201d，\u8fd8\u8bc6\u522b\u51fa\u87ba\u4e1d\u7684\u201c\u5934\u90e8\u5f62\u72b6\u201d\u5bf9\u5e94\u201c\u9700\u8981\u4f7f\u7528\u7279\u5b9a\u6279\u5934\u7684\u7535\u6279\u201d，\u4ee5\u53ca\u201c\u87ba\u7eb9\u65b9\u5411\u201d\u5bf9\u5e94\u201c\u65cb\u5165\u65b9\u5411\u201d\u3002\u8fd9\u79cd\u53ef\u4f9b\u6027\u63d0\u53d6\u76f4\u63a5\u9a71\u52a8\u540e\u7eed\u7684\u88c5\u914d\u52a8\u4f5c \u3002<\/span><\/li>\n<\/ul>\n

                    10. \u7269\u7406AI\u5c5e\u6027：\u4ece\u7b26\u53f7\u667a\u80fd\u5411\u5b9e\u4f53\u667a\u80fd\u7684\u8de8\u8d8a<\/span><\/p>\n

                    TVA\u662f\u5177\u8eab\u667a\u80fd\u4e0e\u7269\u7406AI\u7684\u5178\u578b\u4ee3\u8868，\u5f3a\u8c03\u667a\u80fd\u5fc5\u987b\u901a\u8fc7\u7269\u7406\u5b9e\u4f53\u5728\u771f\u5b9e\u73af\u5883\u4e2d\u7684\u4ea4\u4e92\u6765\u4f53\u73b0\u3002<\/span><\/p>\n

                      \n
                    • \u5e94\u7528\u4e3e\u4f8b：\u5728\u81ea\u52a8\u9a7e\u9a76\u6d4b\u8bd5\u573a\u4e2d，TVA\u667a\u80fd\u4f53\u4e0d\u518d\u4ec5\u662f\u8bc6\u522b\u8f66\u9053\u7ebf（\u7b26\u53f7\u5904\u7406），\u800c\u662f\u7ed3\u5408\u8f66\u8f86\u52a8\u529b\u5b66\u6a21\u578b（\u7269\u7406\u5b9e\u4f53），\u5728\u96e8\u96ea\u5929\u6c14\u4e0b\u901a\u8fc7\u89c6\u89c9\u611f\u77e5\u8def\u9762\u6469\u64e6\u7cfb\u6570\u53d8\u5316，\u51b3\u7b56\u5b89\u5168\u8ddf\u8f66\u8ddd\u79bb，\u5b9e\u73b0\u7b26\u5408\u7269\u7406\u89c4\u5f8b\u7684\u667a\u80fd\u9a7e\u9a76 \u3002<\/span><\/li>\n<\/ul>\n

                      （\u9644）\u5177\u8eab\u667a\u80fd\u7b97\u6cd5\u7a81\u7834（TVA-VLA）<\/span><\/p>\n

                      \u4e3a\u4e86\u5c06\u590d\u6742\u52a8\u4f5c\u62c6\u6210\u53ef\u4ee5\u9a8c\u8bc1\u3001\u7ec4\u5408\u548c\u91cd\u65b0\u6392\u5217\u7684\u539f\u5b50\u6280\u80fd（atomic skills），TVA\u667a\u80fd\u4f53\u4e0eVLA（Vision-Language-Action）\u6a21\u578b\u8fdb\u884c\u6df1\u5ea6\u8026\u5408，\u5e76\u901a\u8fc7\u201c\u611f\u77e5-\u51b3\u7b56\u89e3\u8026\u8fed\u4ee3\u201d\u7684\u53cc\u5f15\u64ce\u673a\u5236\u5b9e\u73b0\u9ad8\u6548\u534f\u540c\u4e0e\u7a81\u7834\u3002\u5176\u4e2d，TVA\u4f5c\u4e3a\u611f\u77e5\u524d\u7f6e\u5f15\u64ce，\u4e3b\u8981\u8d1f\u8d23\u9ad8\u7cbe\u5ea6\u89c6\u89c9\u7279\u5f81\u63d0\u53d6\u3001\u6570\u636e\u964d\u566a\u4e0e\u7279\u5f81\u538b\u7f29，\u4e3a\u51b3\u7b56\u5c42\u63d0\u4f9b\u9ad8\u8d28\u91cf\u8f93\u5165\u5e76\u964d\u4f4e\u7b97\u529b\u8d1f\u8377；VLA\u5219\u4f5c\u4e3a\u51b3\u7b56\u6267\u884c\u5f15\u64ce，\u4e13\u6ce8\u4e8e\u8bed\u4e49\u7406\u89e3\u3001\u4efb\u52a1\u89c4\u5212\u4e0e\u52a8\u4f5c\u751f\u6210\u3002\u4e24\u8005\u901a\u8fc7\u53cc\u5411\u53cd\u9988\u95ed\u73af，\u5b9e\u73b0\u4e86\u611f\u77e5\u7cbe\u5ea6\u4e0e\u51b3\u7b56\u6548\u7387\u7684\u534f\u540c\u4f18\u5316\u4e0e\u81ea\u4e3b\u8fed\u4ee3，\u7a81\u7834\u4e86\u4f20\u7edf\u5177\u8eab\u667a\u80fd\u7cfb\u7edf\u201c\u611f\u77e5\u7c97\u7cd9\u3001\u51b3\u7b56\u50f5\u5316\u3001\u8fed\u4ee3\u4f4e\u6548\u201d\u7684\u4ea7\u4e1a\u5316\u74f6\u9888\u3002TVA-VLA\u67b6\u6784\u4e0d\u4ec5\u6210\u529f\u5e94\u7528\u4e8e\u5f3a\u5149\u73af\u5883\u964d\u566a\u3001\u8fb9\u7f18\u7aef\u8f7b\u91cf\u5316\u63a8\u7406\u3001\u7cbe\u5bc6\u88c5\u914d\u5fae\u72b6\u6001\u611f\u77e5\u53ca\u6545\u969c\u81ea\u6108\u7b49\u590d\u6742\u573a\u666f，\u8fd8\u652f\u6301\u6a21\u5757\u5316\u5347\u7ea7\u4e0e\u8de8\u573a\u666f\u9002\u914d（\u5982\u5de5\u4e1a\u5206\u62e3\u3001\u5bb6\u5ead\u670d\u52a1）；\u7ed3\u5408\u786c\u4ef6\u62bd\u8c61\u5c42\u5b9e\u73b0\u7684\u201c\u4e00\u6b21\u5f00\u53d1\u591a\u673a\u90e8\u7f72\u201d\u4ee5\u53ca\u6570\u636e\u98de\u8f6e\u673a\u5236，\u663e\u8457\u63d0\u5347\u4e86\u5177\u8eab\u667a\u80fd\u7cfb\u7edf\u7684\u9c81\u68d2\u6027\u4e0e\u4ea7\u4e1a\u5316\u843d\u5730\u53ef\u884c\u6027\u3002<\/span><\/p>\n

                      \u91cd\u78c5\u9884\u544a<\/span>：\u672c\u4e13\u680f\u5c06\u8282\u9009\u300a\u5177\u8eab\u667a\u80fd\u6f14\u5316\u52a8\u529b\u5b66\u300b\u4e0e\u300a\u8d85\u7ea7\u5177\u8eab\u667a\u80fd\u6982\u8bba\u300b\u7b49\u8457\u4f5c\u90e8\u5206\u7cbe\u534e\u5185\u5bb9，\u91cd\u70b9\u805a\u7126\u5177\u8eab\u667a\u80fd\u4e0e\u4eba\u5f62\u673a\u5668\u4eba\u9886\u57df\u7684\u6700\u65b0\u7814\u7a76\u6210\u679c\u3002\u8be5\u7cfb\u5217\u4e1b\u4e66\u662f\u4e16\u754c\u9996\u90e8\u7cfb\u7edf\u89e3\u6790\u201c\u56e0\u5f0f\u5206\u89e3\u673a\u5668\u4eba\u667a\u80fd\u4f53\u201d（FRA）\u7684\u5b66\u672f\u4e13\u8457，\u7279\u9080\u7f8e\u56fd TypeOne \u516c\u53f8\u9996\u5e2d\u79d1\u5b66\u5bb6\u3001\u65af\u5766\u798f\u5927\u5b66\u535a\u58eb Bohan \u62c5\u4efb\u6280\u672f\u987e\u95ee\u3002Bohan\u5148\u751f\u5e08\u4ece\u201cAI\u6559\u6bcd\u201d\u674e\u98de\u98de\u6559\u6388，\u5b66\u672f\u5f15\u7528\u91cf\u5728\u8fd1\u56db\u5e74\u5185\u7a81\u7834\u4e07\u6b21，\u662f\u5168\u7403\u667a\u80fd\u673a\u5668\u4eba\u8fd0\u52a8\u63a7\u5236\u9886\u57df\u7684\u6807\u6746\u6027\u4eba\u7269（www.type-one.com），\u656c\u8bf7\u5173\u6ce8！<\/span><\/p>\n

                      \u7248\u6743\u58f0\u660e：\u672c\u6587\u7cfb\u4f5c\u8005\u539f\u521b\u9996\u53d1\u4e8e CSDN \u7684\u6280\u672f\u7c7b\u6587\u7ae0，\u53d7\u300a\u4e2d\u534e\u4eba\u6c11\u5171\u548c\u56fd\u8457\u4f5c\u6743\u6cd5\u300b\u4fdd\u62a4，\u8f6c\u8f7d\u6216\u5546\u7528\u656c\u8bf7\u6ce8\u660e\u51fa\u5904\u3002<\/span><\/p>\n

                      \u53c2\u8003\u6765\u6e90<\/span><\/h4>\n
                        \n
                      • AI\u667a\u80fd\u4f53\u89c6\u89c9（TVA）\u5b9e\u6218\u6559\u7a0b（\u7cfb\u5217）<\/span><\/li>\n
                      • CV\u3001MV\u3001AIV\u3001VSV\u3001TVA\u4e94\u5927\u89c6\u89c9\u6280\u672f\u7684\u672c\u8d28\u5dee\u5f02<\/span><\/li>\n
                      • TVA \u4e0e \u4f20\u7edf\u5de5\u4e1a\u89c6\u89c9\u7684\u4e16\u7eaa\u5927\u6218（\u7cfb\u5217）<\/span><\/li>\n
                      • TVA\u4e0e\u5176\u4ed6AI\u667a\u80fd\u4f53\u7684\u672c\u8d28\u533a\u522b\u4e0e\u8054\u7cfb（\u4e13\u680f）<\/span><\/li>\n
                      • TVA\u5f15\u53d1\u7684\u5de5\u4e1a\u89c6\u89c9\u8303\u5f0f\u9769\u547d（5）<\/span><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"

                        \u524d\u6cbf\u6280\u672f\u63a2\u7d22：TVA\u667a\u80fd\u4f53（\u7b80\u79f0TVA）
                        \nTVA\u667a\u80fd\u4f53（Transformer-based Vision Agent）\u662f\u4f9d\u6258Transformer\u67b6\u6784\u4e0e\u201c\u56e0\u5f0f\u667a\u80fd\u4f53\u201d\u7406\u8bba\u6784\u5efa\u7684\u65b0\u578b\u5de5\u4e1a\u89c6\u89c9\u7cfb\u7edf，\u4e5f\u662f\u5f53\u524d\u6700\u5177\u4ee3\u8868\u6027\u7684\u5177\u8eab\u89c6\u89c9\u6280\u672f\u4e4b\u4e00\u3002\u5b83\u6709\u673a\u878d\u5408\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60（DRL）\u3001\u5377\u79ef\u795e\u7ecf\u7f51\u7edc（CNN）\u4e0e\u56e0\u5f0f\u5206\u89e3\u7b97\u6cd5（FRA&#xff09<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[99,81,50,3747,188],"topic":[],"class_list":["post-118887","post","type-post","status-publish","format-standard","hentry","category-server","tag-java","tag-python","tag-50","tag-3747","tag-188"],"yoast_head":"\n\u8d85\u7ea7\u667a\u80fd\u4f53\u6838\u5fc3\u539f\u7406\u6982\u8ff0\uff081\uff09\uff1aTVA\u5177\u8eab\u67b6\u6784\u7684\u79d1\u5b66\u5185\u6db5\u4e0e\u672c\u8d28\u7279\u5f81 - 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