metafile.yml 1.6 KB
Newer Older
renzhc's avatar
renzhc committed
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
Collections:
  - Name: BarlowTwins
    Metadata:
      Training Data: ImageNet-1k
      Training Techniques:
        - LARS
      Training Resources: 8x A100 GPUs
      Architecture:
        - ResNet
        - BarlowTwins
    Paper:
      Title: 'Barlow Twins: Self-Supervised Learning via Redundancy Reduction'
      URL: https://arxiv.org/abs/2103.03230
    README: configs/barlowtwins/README.md

Models:
  - Name: barlowtwins_resnet50_8xb256-coslr-300e_in1k
    Metadata:
      Epochs: 300
      Batch Size: 2048
      FLOPs: 4109364224
      Parameters: 174535744
      Training Data: ImageNet-1k
    In Collection: BarlowTwins
    Results: null
    Weights: https://download.openmmlab.com/mmselfsup/1.x/barlowtwins/barlowtwins_resnet50_8xb256-coslr-300e_in1k/barlowtwins_resnet50_8xb256-coslr-300e_in1k_20220825-57307488.pth
    Config: configs/barlowtwins/barlowtwins_resnet50_8xb256-coslr-300e_in1k.py
    Downstream:
      - resnet50_barlowtwins-pre_8xb32-linear-coslr-100e_in1k
  - Name: resnet50_barlowtwins-pre_8xb32-linear-coslr-100e_in1k
    Metadata:
      Epochs: 100
      Batch Size: 256
      FLOPs: 4109464576
      Parameters: 25557032
      Training Data: ImageNet-1k
    In Collection: BarlowTwins
    Results:
      - Task: Image Classification
        Dataset: ImageNet-1k
        Metrics:
          Top 1 Accuracy: 71.8
    Weights: https://download.openmmlab.com/mmselfsup/1.x/barlowtwins/barlowtwins_resnet50_8xb256-coslr-300e_in1k/resnet50_linear-8xb32-coslr-100e_in1k/resnet50_linear-8xb32-coslr-100e_in1k_20220825-52fde35f.pth
    Config: configs/barlowtwins/benchmarks/resnet50_8xb32-linear-coslr-100e_in1k.py