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Memory Valve
%252C+we+allow+the+detector+to+look+up+similar+object+concepts+from+memory+during+test+time.+This+is+achieved+through+a+retrieval+augmented+classification+(RAC)+module+together+with+a+memory+bank+that+can+be+flexibly+updated+with+new+domain+knowledge.+We+experimented+with+various+off-the-shelf+open-set+detector+and+close-set+detectors.+With+only+a+tiny+memory+bank+(e.g.%252C+10+images+per+category)+and+being+training-free%252C+our+online+learning+method+could+significantly+outperform+baselines+in+adapting+a+detector+to+novel+domains.&cdnurl=https%3a%2f%2fth.bing.com%2fth%2fid%2fR.a6584a4b4fb460c0d5ec7416699a7a7e%3frik%3dzYNzBRPOG2c1eA%26pid%3dImgRaw%26r%3d0&exph=630&expw=1200&q=Adaptive+Learning+Memory+Valve&FORM=IRPRST&ck=FF50713B5D38D329A2D54944280756C3&selectedIndex=28&itb=0)
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