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ResearchFormerly WizWand

Video Summarization on TVSum (test)

0.675F-scoreMAVS
0.431640.494820.5580.62118Aug 19, 2020Jun 8, 2021Mar 28, 2022Jan 15, 2023Nov 4, 2023Aug 23, 2024Jun 12, 2025
Updated 8mo ago

Evaluation results

MethodLinks
MAVSDoesn't require training data=false, Text-queryable=false2025.060.675——
CLIP-ItDoesn't require training data=false, Text-queryable=true2025.060.663——
CLIP-ItFeature Backbone=GoogLeNet2023.030.6420.1080.147
re-SEQ2SEQDoesn't require training data=false, Text-queryable=false2025.060.639——
iPTNetFeature Backbone=GoogLeNet2023.030.6340.1340.163
A2SummFeature Backbone=GoogLeNet2023.030.6340.1370.165
iPTNetDoesn't require training data=false, Text-queryable=false2025.060.634——
A2SummDoesn't require training data=false, Text-queryable=false2025.060.634——
Prompts-to-SummariesDoesn't require training data=true, Text-queryable=true2025.060.6222——
DSNet-ABFeature Backbone=GoogLeNet2023.030.6210.1080.129
SegSumDoesn't require training data=false, Text-queryable=false2025.060.6202——
DSNet-AFFeature Backbone=GoogLeNet2023.030.6190.1130.138
DMASumSetting=Canonical2020.080.614——
VASNetFeature Backbone=GoogLeNet2023.030.614——
RS-SUMDoesn't require training data=false, Text-queryable=false2025.060.614——
SUM-GANSetting=Augmented2020.080.612——
DMASumSetting=Augmented2020.080.612——
STeMI (Few-shot)Doesn't require training data=false, Text-queryable=false2025.060.6089——
A-AVSData Setting=Augmented2021.090.608——
AC-SUM-GANDoesn't require training data=false, Text-queryable=false2025.060.606——
DMASumSetting=Transfer2020.080.605——
HMTData Setting=Augmented2021.090.603——
HMTData Setting=Canonical2021.090.601——
RSGNFeature Backbone=GoogLeNet2023.030.6010.0830.09
DR-DSNSetting=Augmented2020.080.598——
DPP-LSTMSetting=Augmented2020.080.596——
A-AVSData Setting=Canonical2021.090.594——
CSNetSetting=Transfer2020.080.592——
CSNetSetting=Augmented2020.080.59——
DR-DSNSetting=Transfer2020.080.589——
VASNetData Setting=Canonical2021.090.589——
CSNetSetting=Canonical2020.080.588——
DPP-LSTMSetting=Transfer2020.080.587——
VASNetData Setting=Augmented2021.090.585——
CSNetFeature Backbone=GoogLeNet2023.030.5850.0250.034
Contrastive (Zero-Shot)Doesn't require training data=true, Text-queryable=false2025.060.584——
SASUMsupData Setting=Canonical2021.090.582——
DR-DSNSetting=Canonical2020.080.581——
DR-DSNFeature Backbone=GoogLeNet2023.030.5810.020.026
RandomFeature Backbone=GoogLeNet2023.030.5700
RandomDoesn't require training data=true, Text-queryable=false2025.060.5643——
DPP-LSTMSetting=Canonical2020.080.547——
SUM-GANSetting=Canonical2020.080.543——
HumanFeature Backbone=GoogLeNet2023.030.540.1770.204
dppLSTM-attData Setting=Canonical2021.090.539——
SASUMData Setting=Canonical2021.090.539——
HSA-RNNFeature Backbone=GoogLeNet2023.030.4410.0820.088