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DatasetTaskSplit Count # train /#eval
MSR-VTT[62]Captioning; QA6,513 /2.990
MSR-VTT[62]Retrieval7,010 / 1,000
MSVD [7]Question Answering30,933 /13,157
VaTeX v1.15 [57]Captioning; Retrieval25,991/6.000
YouCook2[74]Captioning10,337 /3,492
VLEP [23]Event Prediction20,142/4,192
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Method#VideOpr ASRB-4R-LMMSR-VTTCaptionYouCook2 Caption CVaTex CaptionAvg C
CB-4R-LMB-4 R-L MC
Few-shot
UniVL1.2MNo2.1 22.5 9.53.63.325.3 11.634.11.715.78.02.113.3
BLIP0No27.7 43.0 23.0 39.50.79.0 3.411.513.539.515.420.723.9
BLIPcap0No21.648.022.7 30.23.78.6 3.89.420.741.517.428.922.8
VidIL(ours)0No26.0 51.7 24.7 36.32.622.9 9.527.022.243.620.036.733.3
UniVL1.2MYes-=-4.326.4 12.248.62.717.710.23.426.0
VidIL(ours)0Yes10.7 35.919.4 111.623.2 44.2 20.6 38.975.3
Flamingo-3B(16)27MNo73.257.1
Flamingo-80B(16) 27MNo84.262.8=
Fine-tuning
UniVL1.2MNo42.0 61.0 29.0 50.1[11.2 40.1 17.6 127.0|22.8 38.6 22.3 33.470.2
UniVL1.2MYes=16.6 45.7 21.6176.823.7 39.3 22.7 35.6106.2
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MSR-VTT CaptionYouCook2 CaptionVaTex Caption
1drink up
Objects:First, interview. Then, cable television. After that,television program. Finally,sportscommentator. Events:...Attributes:...Frame Captions：..Objects:...Events:...Attributes:... .Captions... Subtitle:Now our sausages are pretty much cooks going to take those out all the time. And we're going to now,mycat gravyassource.Then, UniVL: you'reready todecorate yourcakeObjects:..Events:..Atributes:First，tagging. woodburning. After that, wood burning. Finally，turning on dial.Frame Captions:First,a piece of wood with words drink up written on it ...
UniVL:a man is playing a man with aman. BLIP:a man in a suit and tie sitting on a couch Ours: an interview with a sports commentatorUniVL: add the sausages to the pan Ours: take the sausages out of the pan and add some gravy to the platefront of them Up" with a wood burning kit.BLIP: a person holding a string with a small object in Ours: A person ismaking a sign that says "Drink
Ground Truths: ·2 men are discussing sports on a talk show ·amanbeing interviewedonatvshowGround Truth: removesausagesfrompanGround Truth:Someone usesa wood burning tool to burn a design into a slice of wood and then begins to brush polyurethane unto it.
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Method#videoPT#videoFTMSR-VTTMSVD
BLIP0O-shot0.550.45
BLIP05-shot0.840.53
BLIPvQA [26]0O-shot19.235.2
VidIL(ours)05-shot21.239.1
Flamingo-3B [2]27M4-shot14.933.0
Flamingo-3B_[2]27M8-shot19.637.0
Flamingo-80B [2]27M4-shot23.941.7
Flamingo-80B [2]27M8-shot27.645.5
ALPRO [25]2Mfull-shot42.145.9
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Method#videoFTAcc
VLEP [23] MERLOT[68]20142 2014267.5 68.4
VidIL(ours)10-shot72.0
Human-90.5
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ModelPseudo LabelMSR-VTTRetrievalVaTexRetrieval
Vlabel/Vunlabel t_R1t_R5v_R1v_R5Vlabel/Vunlabel t_R1t_R5v_R1v_R5
BLIP33.257.240.562.828.253.434.058.6
BLIPUniVL10 /701033.157.333.657.710 /2268525.547.726.149.1
BLIPBLIP10/701035.660.839.860.410/2268526.350.529.353.6
BLIPBLIPcap10/701035.358.039.163.310/2268523.946.827.549.7
BLIPVidIL(ours)10/701039.664.540.865.210 /2268533.359.133.759.5
BLIPGround Truth7010/043.666.243.167.222685/040.166.440.166.6
ALPRO [25]Ground Truth140200/032.060.633.960.7----
DRL [56]Ground Truth180000/054.177.452.978.5-----
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Video RepresentationAvg↑ Std↓
Visual TokenFrame Frame+Object39.6 40.33.7 2.9
Frame+Object+Event39.92.8
Frame+Object+Attibute Frame+Object+Event+Attribute40.9 40.82.9 2.4
TemporalReduce to one frame Reverse temporal order38.5 40.72.4 1.7
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#shotw/o selectionw/ selection
#ICEAvg↑Std#ICEAvg↑Std↓
5538.42.1540.41.2
101041.33.6540.82.4
202042.63.3542.22.0
303040.02.9541.11.9
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