[Retracted] Relieving the Incompatibility of Network Representation and Classification for Long-Tailed Data Distribution

Table 6

Long-tailed classification results on ImageNet LT.

Model	Many-shot	Medium-shot	Few-shot	Acc
ResNet-10	>100	≤100 and >20	≤20
Plain model	56.8	25.7	3.6	34.6
Many-shot model	57.9	—	—	—
Lifted loss [41]	35.8	30.4	17.9	30.8
Focal loss [13]	36.4	29.9	16	30.5
Range loss [14]	35.8	30.3	17.6	30.7
FsLwf [42]	40.9	22.1	15	28.4
OLTR [10]	43.2	35.1	18.5	35.6
BALMS [43]	50.3	39.5	25.3	41.8
Decouple (cRT) [12]	52.3	39.5	23.2	42.1
Decouple (-normalized) [12]	51.9	38.3	22.5	40.6
Ours with OLTR	54.0	34.1	17.4	39.2
Ours with decouple	54.9	39.6	23.4	43.9

Results directly copied from Ref. [10]. Results reproduced with author’s code.