VideoLT Baselines

ResNet-101

Methods	Overall	Head[500, +INF)	Medium[100, 500)	Tail[0,100)	Script	Checkpoint
Baseline	0.516	0.687	0.568	0.396	baseline.sh	link
LDAM + DRW	0.518	0.687	0.572	0.397	ldamloss.sh	link
EQL	0.518	0.690	0.571	0.398	EQL.sh	link
CBS	0.507	0.660	0.559	0.390	CBS.sh	link
SRS	0.516	0.680	0.568	0.399	SRS.sh	link
CB Loss	0.511	0.665	0.561	0.398	cbloss.sh	link
mixup	0.495	0.660	0.546	0.381	mixup.sh	link
FrameStack	0.532	0.695	0.584	0.417	framestack.sh	link

ResNet-50

Methods	Overall	Head[500, +INF)	Medium[100, 500)	Tail[0,100)	Checkpoint
Baseline	0.499	0.675	0.553	0.376	link
LDAM + DRW	0.502	0.680	0.557	0.378	link
EQL	0.502	0.679	0.557	0.378	link
CBS	0.491	0.649	0.545	0.371	link
SRS	0.486	0.655	0.539	0.365	link
CB Loss	0.495	0.653	0.546	0.381	link
mixup	0.484	0.649	0.535	0.368	link
FrameStack	0.516	0.683	0.569	0.397	link

TSM (ResNet-50)

Methods	Overall	Head[500, +INF)	Medium[100, 500)	Tail[0,100)	Checkpoint
Baseline	0.565	0.757	0.620	0.436	link
LDAM + DRW	0.565	0.750	0.620	0.439	link
EQL	0.567	0.757	0.623	0.439	link
CBS	0.558	0.733	0.612	0.435	link
CB Loss	0.563	0.744	0.616	0.440	link
mixup	0.548	0.736	0.602	0.425	link
FrameStack	0.580	0.759	0.632	0.459	link