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Sense-X / TSD

1st place models in Google OpenImage Detection Challenge 2019
Apache License 2.0
456 stars 64 forks source link

Detailed evaluation results on OID #11

Closed Jokoe66 closed 4 years ago

Jokoe66 commented 4 years ago

Hi, could you please offer the evaluation results (AP) of all classes on the Open Image Dataset?

songguanglu commented 4 years ago

Hi, the AP of all classes on OpenImage is shown as follows. It's trained with DCN-SENet154+TSD and evaluated with single-scale test. { "Precision/mAP@0.5IOU": 0.7171129942087514, "Mean Recall@0.5IOU": 0.8320711759574546, "AP@0.5IOU/1_Footwear": 0.6201591418444474, "AP@0.5IOU/2_Jeans": 0.7467898055568123, "AP@0.5IOU/3_House": 0.4985303526960716, "AP@0.5IOU/4_Tree": 0.5266796903640009, "AP@0.5IOU/5_Woman": 0.7396495858482068, "AP@0.5IOU/6_Man": 0.775759255534801, "AP@0.5IOU/7_Land vehicle": 0.8114728156174499, "AP@0.5IOU/8_Person": 0.6997819456463327, "AP@0.5IOU/9_Wheel": 0.8272001033258112, "AP@0.5IOU/10_Bus": 0.8671835569670354, "AP@0.5IOU/11_Human face": 0.8793724479656786, "AP@0.5IOU/12_Bird": 0.8087442043231416, "AP@0.5IOU/13_Dress": 0.6254693635277102, "AP@0.5IOU/14_Girl": 0.6912727000532324, "AP@0.5IOU/15_Vehicle": 0.7638231932198676, "AP@0.5IOU/16_Building": 0.47390436787471557, "AP@0.5IOU/17_Cat": 0.9497501019873036, "AP@0.5IOU/18_Car": 0.8660174236426039, "AP@0.5IOU/19_Belt": 0.6972159784659785, "AP@0.5IOU/20_Elephant": 0.87651147223255, "AP@0.5IOU/21_Dessert": 0.5784438927902896, "AP@0.5IOU/22_Butterfly": 0.8714875337900092, "AP@0.5IOU/23_Train": 0.7672270547572646, "AP@0.5IOU/24_Guitar": 0.8739381206979835, "AP@0.5IOU/25_Poster": 0.4546277687131872, "AP@0.5IOU/26_Book": 0.5752461631084499, "AP@0.5IOU/27_Boy": 0.5263131472447341, "AP@0.5IOU/28_Bee": 0.7679989949188786, "AP@0.5IOU/29_Flower": 0.6235342973945923, "AP@0.5IOU/30_Window": 0.32228950633985476, "AP@0.5IOU/31_Hat": 0.5430285443673086, "AP@0.5IOU/32_Human head": 0.6865369347726921, "AP@0.5IOU/33_Dog": 0.9585884623749841, "AP@0.5IOU/34_Human arm": 0.45713201690397637, "AP@0.5IOU/35_Drink": 0.5810393906870188, "AP@0.5IOU/36_Human mouth": 0.6205733059916758, "AP@0.5IOU/37_Human hair": 0.6603075568756811, "AP@0.5IOU/38_Human nose": 0.6396514161596822, "AP@0.5IOU/39_Human hand": 0.4572916429461803, "AP@0.5IOU/40_Table": 0.5314230487492111, "AP@0.5IOU/41_Marine invertebrates": 0.5846281725405322, "AP@0.5IOU/42_Fish": 0.6946834964926214, "AP@0.5IOU/43_Sculpture": 0.6074676409594117, "AP@0.5IOU/44_Rose": 0.4021876188055983, "AP@0.5IOU/45_Street light": 0.2559496124317209, "AP@0.5IOU/46_Glasses": 0.8180916363714027, "AP@0.5IOU/47_Fountain": 0.57146834124247, "AP@0.5IOU/48_Skyscraper": 0.4662067020430378, "AP@0.5IOU/49_Swimwear": 0.3442697924366686, "AP@0.5IOU/50_Brassiere": 0.7302291021570374, "AP@0.5IOU/51_Drum": 0.666224915581131, "AP@0.5IOU/52_Duck": 0.773556321235856, "AP@0.5IOU/53_Countertop": 0.4330487111367342, "AP@0.5IOU/54_Furniture": 0.48802049198247416, "AP@0.5IOU/55_Ball": 0.7086497300140713, "AP@0.5IOU/56_Human leg": 0.46656090071323514, "AP@0.5IOU/57_Boat": 0.6954085074647154, "AP@0.5IOU/58_Balloon": 0.6604847172432771, "AP@0.5IOU/59_Bicycle helmet": 0.7703419814806687, "AP@0.5IOU/60_Goggles": 0.6923762174170923, "AP@0.5IOU/61_Door": 0.36792498495358716, "AP@0.5IOU/62_Human eye": 0.5428209562297736, "AP@0.5IOU/63_Shirt": 0.5807687605005165, "AP@0.5IOU/64_Toy": 0.5458177113724152, "AP@0.5IOU/65_Teddy bear": 0.7945714398685005, "AP@0.5IOU/66_Pasta": 0.9693059619928689, "AP@0.5IOU/67_Tomato": 0.6041834643899552, "AP@0.5IOU/68_Human ear": 0.5750663596862968, "AP@0.5IOU/69_Vehicle registration plate": 0.7528290054933635, "AP@0.5IOU/70_Microphone": 0.6951557813422173, "AP@0.5IOU/71_Musical keyboard": 0.3899071351992129, "AP@0.5IOU/72_Tower": 0.457087898119234, "AP@0.5IOU/73_Houseplant": 0.55584702811569, "AP@0.5IOU/74_Flowerpot": 0.5967349138527978, "AP@0.5IOU/75_Fruit": 0.5631516479169713, "AP@0.5IOU/76_Vegetable": 0.47760727664694386, "AP@0.5IOU/77_Musical instrument": 0.5971801552443556, "AP@0.5IOU/78_Suit": 0.8687205385186259, "AP@0.5IOU/79_Motorcycle": 0.8242906991161159, "AP@0.5IOU/80_Bagel": 0.8467004246670627, "AP@0.5IOU/81_French fries": 0.7804375298878143, "AP@0.5IOU/82_Hamburger": 0.8907433768950302, "AP@0.5IOU/83_Chair": 0.5621700883411924, "AP@0.5IOU/84_Salt and pepper shakers": 0.6651785714285714, "AP@0.5IOU/85_Snail": 0.938158073013369, "AP@0.5IOU/86_Airplane": 0.8879691024007698, "AP@0.5IOU/87_Horse": 0.8716540406261576, "AP@0.5IOU/88_Laptop": 0.844513822209619, "AP@0.5IOU/89_Computer keyboard": 0.871039135447336, "AP@0.5IOU/90_Football helmet": 0.5050092472593954, "AP@0.5IOU/91_Cocktail": 0.7774066712500647, "AP@0.5IOU/92_Juice": 0.8212723389712384, "AP@0.5IOU/93_Tie": 0.8817312033952452, "AP@0.5IOU/94_Computer monitor": 0.6169224947118181, "AP@0.5IOU/95_Human beard": 0.6052867228451427, "AP@0.5IOU/96_Bottle": 0.6770980315256623, "AP@0.5IOU/97_Saxophone": 0.7689919994584803, "AP@0.5IOU/98_Lemon": 0.6612626391100144, "AP@0.5IOU/99_Mouse": 0.9369914421997756, "AP@0.5IOU/100_Sock": 0.8533027395355305, "AP@0.5IOU/101_Cowboy hat": 0.850067102588284, "AP@0.5IOU/102_Sun hat": 0.8896160822712802, "AP@0.5IOU/103_Football": 0.8669707255793955, "AP@0.5IOU/104_Porch": 0.21573862987852993, "AP@0.5IOU/105_Sunglasses": 0.7484325805520454, "AP@0.5IOU/106_Lobster": 0.7586917847959118, "AP@0.5IOU/107_Crab": 0.9364553133201984, "AP@0.5IOU/108_Picture frame": 0.639359547920591, "AP@0.5IOU/109_Van": 0.8194909610325465, "AP@0.5IOU/110_Crocodile": 0.9145655939588635, "AP@0.5IOU/111_Surfboard": 0.689547870764637, "AP@0.5IOU/112_Shorts": 0.7099825830097872, "AP@0.5IOU/113_Helicopter": 0.9332138022468963, "AP@0.5IOU/114_Helmet": 0.7204410918578079, "AP@0.5IOU/115_Sports uniform": 0.5513536696059492, "AP@0.5IOU/116_Taxi": 0.6965164238335346, "AP@0.5IOU/117_Swan": 0.7587560320482439, "AP@0.5IOU/118_Goose": 0.610806128059523, "AP@0.5IOU/119_Coat": 0.8430294615777527, "AP@0.5IOU/120_Jacket": 0.7310288877189778, "AP@0.5IOU/121_Handbag": 0.7212924020076819, "AP@0.5IOU/122_Flag": 0.65541712186274, "AP@0.5IOU/123_Skateboard": 0.7259216067387604, "AP@0.5IOU/124_Television": 0.7328995237574872, "AP@0.5IOU/125_Tire": 0.8067194840248069, "AP@0.5IOU/126_Spoon": 0.704423729989197, "AP@0.5IOU/127_Palm tree": 0.5537730078297177, "AP@0.5IOU/128_Stairs": 0.5816877312311388, "AP@0.5IOU/129_Salad": 0.8151644511508064, "AP@0.5IOU/130_Castle": 0.7290956885791487, "AP@0.5IOU/131_Oven": 0.6803418213459589, "AP@0.5IOU/132_Microwave oven": 0.7554324196656204, "AP@0.5IOU/133_Wine": 0.48666061073531164, "AP@0.5IOU/134_Ceiling fan": 0.9318181818181819, "AP@0.5IOU/135_Mechanical fan": 0.6891425140563071, "AP@0.5IOU/136_Cattle": 0.6657422423868363, "AP@0.5IOU/137_Truck": 0.6793570701099352, "AP@0.5IOU/138_Box": 0.5526768549502681, "AP@0.5IOU/139_Ambulance": 0.5174427807560291, "AP@0.5IOU/140_Desk": 0.403229956140444, "AP@0.5IOU/141_Wine glass": 0.7463777501611177, "AP@0.5IOU/142_Reptile": 0.8212895144344841, "AP@0.5IOU/143_Tank": 0.8901911959617543, "AP@0.5IOU/144_Traffic light": 0.6604876519855215, "AP@0.5IOU/145_Billboard": 0.6646131789656298, "AP@0.5IOU/146_Tent": 0.4528872054409287, "AP@0.5IOU/147_Insect": 0.7909956317366607, "AP@0.5IOU/148_Spider": 0.9705471298705537, "AP@0.5IOU/149_Treadmill": 0.7856972179552824, "AP@0.5IOU/150_Cupboard": 0.6283059761313553, "AP@0.5IOU/151_Shelf": 0.21849654683606604, "AP@0.5IOU/152_Seat belt": 0.25875677506775063, "AP@0.5IOU/153_Human foot": 0.45674173295086307, "AP@0.5IOU/154_Bicycle": 0.7674128809033854, "AP@0.5IOU/155_Bicycle wheel": 0.8237534890465203, "AP@0.5IOU/156_Couch": 0.6124085538595582, "AP@0.5IOU/157_Bookcase": 0.7496902596735807, "AP@0.5IOU/158_Fedora": 0.8977343709527823, "AP@0.5IOU/159_Backpack": 0.794904909198231, "AP@0.5IOU/160_Bench": 0.10774182915649497, "AP@0.5IOU/161_Oyster": 0.44723566807526427, "AP@0.5IOU/162_Moths and butterflies": 0.8449596874333891, "AP@0.5IOU/163_Lavender": 0.3391050863606182, "AP@0.5IOU/164_Waffle": 0.7822790516758572, "AP@0.5IOU/165_Fork": 0.7410114820201585, "AP@0.5IOU/166_Animal": 0.7862215898851739, "AP@0.5IOU/167_Accordion": 0.96265756302521, "AP@0.5IOU/168_Mobile phone": 0.9103133394103715, "AP@0.5IOU/169_Plate": 0.6052829280853889, "AP@0.5IOU/170_Coffee cup": 0.9048659049357938, "AP@0.5IOU/171_Saucer": 0.811892278539865, "AP@0.5IOU/172_Platter": 0.4962533127737857, "AP@0.5IOU/173_Dagger": 0.8694641648781393, "AP@0.5IOU/174_Knife": 0.9251588518252989, "AP@0.5IOU/175_Bull": 0.7635125742961927, "AP@0.5IOU/176_Tortoise": 0.8731161305932127, "AP@0.5IOU/177_Sea turtle": 0.8417090316824242, "AP@0.5IOU/178_Deer": 0.8378512064260688, "AP@0.5IOU/179_Weapon": 0.5261625065026605, "AP@0.5IOU/180_Apple": 0.6813145209737067, "AP@0.5IOU/181_Ski": 0.3329726143793771, "AP@0.5IOU/182_Taco": 0.7712183334231156, "AP@0.5IOU/183_Traffic sign": 0.694240157237461, "AP@0.5IOU/184_Beer": 0.7090519386775197, "AP@0.5IOU/185_Necklace": 0.8743823560514777, "AP@0.5IOU/186_Sunflower": 0.764998252975475, "AP@0.5IOU/187_Piano": 0.8640929290515879, "AP@0.5IOU/188_Organ": 0.4978367934394701, "AP@0.5IOU/189_Harpsichord": 0.9083472917786644, "AP@0.5IOU/190_Bed": 0.8083731484113954, "AP@0.5IOU/191_Cabinetry": 0.19516827844415446, "AP@0.5IOU/192_Nightstand": 0.7276650810472329, "AP@0.5IOU/193_Curtain": 0.7066161028036062, "AP@0.5IOU/194_Chest of drawers": 0.6951072806055049, "AP@0.5IOU/195_Drawer": 0.4065759645881026, "AP@0.5IOU/196_Parrot": 0.9472830041365132, "AP@0.5IOU/197_Sandal": 0.7277933763073535, "AP@0.5IOU/198_High heels": 0.673293004576194, "AP@0.5IOU/199_Tableware": 0.5406369721346833, "AP@0.5IOU/200_Cart": 0.715989482586311, "AP@0.5IOU/201_Mushroom": 0.8145025635494014, "AP@0.5IOU/202_Kite": 0.7518538433984605, "AP@0.5IOU/203_Missile": 0.4673554069795806, "AP@0.5IOU/204_Seafood": 0.4863020041397384, "AP@0.5IOU/205_Camera": 0.7744893266827623, "AP@0.5IOU/206_Paper towel": 1.0, "AP@0.5IOU/207_Toilet paper": 0.8, "AP@0.5IOU/208_Sombrero": 0.9360512358224028, "AP@0.5IOU/209_Radish": 0.6956797827117351, "AP@0.5IOU/210_Lighthouse": 0.694116489571035, "AP@0.5IOU/211_Segway": 0.77246261992218, "AP@0.5IOU/212_Pig": 0.9481046637516782, "AP@0.5IOU/213_Watercraft": 0.6341715630070188, "AP@0.5IOU/214_Golf cart": 0.8685185185185186, "AP@0.5IOU/215_studio couch": 0.8309707742478761, "AP@0.5IOU/216_Dolphin": 0.778872021577215, "AP@0.5IOU/217_Whale": 0.77010120375998, "AP@0.5IOU/218_Earrings": 0.6428113914859854, "AP@0.5IOU/219_Otter": 0.8498145014094165, "AP@0.5IOU/220_Sea lion": 0.9012442940715527, "AP@0.5IOU/221_Whiteboard": 0.8459430783784498, "AP@0.5IOU/222_Monkey": 0.9197520956444297, "AP@0.5IOU/223_Gondola": 0.8064526510775111, "AP@0.5IOU/224_Zebra": 0.9218852490955206, "AP@0.5IOU/225_Baseball glove": 0.6653111827346241, "AP@0.5IOU/226_Scarf": 0.5830835202513059, "AP@0.5IOU/227_Adhesive tape": 1.0, "AP@0.5IOU/228_Trousers": 0.6635502207145053, "AP@0.5IOU/229_Scoreboard": 0.6434969411105402, "AP@0.5IOU/230_Lily": 0.45791636230129185, "AP@0.5IOU/231_Carnivore": 0.8910078673491524, "AP@0.5IOU/232_Power plugs and sockets": 0.5360975987239225, "AP@0.5IOU/233_Office building": 0.8037639372876144, "AP@0.5IOU/234_Sandwich": 0.8272819758263605, "AP@0.5IOU/235_Swimming pool": 0.7554516186190214, "AP@0.5IOU/236_Headphones": 0.6675205076217293, "AP@0.5IOU/237_Tin can": 0.7227020693704438, "AP@0.5IOU/238_Crown": 0.8576621623616509, "AP@0.5IOU/239_Doll": 0.5767369207842661, "AP@0.5IOU/240_Cake": 0.7937732096551315, "AP@0.5IOU/241_Frog": 0.9632776352640549, "AP@0.5IOU/242_Beetle": 0.7929542778145867, "AP@0.5IOU/243_Ant": 0.3420433192005857, "AP@0.5IOU/244_Gas stove": 0.33102948877537175, "AP@0.5IOU/245_Canoe": 0.6995890432569237, "AP@0.5IOU/246_Falcon": 0.8518968260930968, "AP@0.5IOU/247_Blue jay": 0.9087202087137338, "AP@0.5IOU/248_Egg": 0.6100703348622427, "AP@0.5IOU/249_Fire hydrant": 0.9916666666666667, "AP@0.5IOU/250_Raccoon": 0.8571742665459099, "AP@0.5IOU/251_Muffin": 0.7707039934522923, "AP@0.5IOU/252_Wall clock": 0.541039816300182, "AP@0.5IOU/253_Coffee": 0.8072586335288712, "AP@0.5IOU/254_Mug": 0.9062395699786538, "AP@0.5IOU/255_Tea": 0.5557400635879138, "AP@0.5IOU/256_Bear": 0.8404325445992101, "AP@0.5IOU/257_Waste container": 0.6113933887111036, "AP@0.5IOU/258_Home appliance": 0.6163899784622433, "AP@0.5IOU/259_Candle": 0.8865242971733505, "AP@0.5IOU/260_Lion": 0.9394709234997336, "AP@0.5IOU/261_Mirror": 0.6300942944491856, "AP@0.5IOU/262_Starfish": 0.959049511329275, "AP@0.5IOU/263_Marine mammal": 0.6199009330362242, "AP@0.5IOU/264_Wheelchair": 0.7849174207263961, "AP@0.5IOU/265_Umbrella": 0.7996584423701905, "AP@0.5IOU/266_Alpaca": 0.8995812412124181, "AP@0.5IOU/267_Violin": 0.8159471577409841, "AP@0.5IOU/268_Cello": 0.8378928540997724, "AP@0.5IOU/269_Brown bear": 0.826653108700264, "AP@0.5IOU/270_Canary": 0.8823516069125882, "AP@0.5IOU/271_Bat": 0.6428571428571429, "AP@0.5IOU/272_Ruler": 0.9591145833333333, "AP@0.5IOU/273_Plastic bag": 1.0, "AP@0.5IOU/274_Penguin": 0.9581822144550142, "AP@0.5IOU/275_Watermelon": 0.7684595366751391, "AP@0.5IOU/276_Harbor seal": 0.9087475051474335, "AP@0.5IOU/277_Pen": 0.7231336991304255, "AP@0.5IOU/278_Pumpkin": 0.9419550803863281, "AP@0.5IOU/279_Harp": 0.9920634920634921, "AP@0.5IOU/280_Kitchen appliance": 0.5200111859071433, "AP@0.5IOU/281_Roller skates": 0.6797138653258634, "AP@0.5IOU/282_Bust": 0.6737561103126523, "AP@0.5IOU/283_Coffee table": 0.6319068296816552, 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