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update preds
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siyuanliii committed Nov 15, 2022
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18 changes: 9 additions & 9 deletions README.md
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Expand Up @@ -50,15 +50,15 @@ Our method outperforms the states of the art on BDD100K, and TAO benchmarks.

### TAO val set

| Method | backbone | pretrain | TETA | LocA | AssocA | ClsA | config | model |
|-----------------------------------------------------|-------------------|--------------|------|------|--------|------|--------------------------------------|----------------------------------------------------------------------------------------------------|
| [QDTrack(CVPR21)](https://arxiv.org/abs/2006.06664) | ResNet-101 | ImageNet-1K | 30.0 | 50.5 | 27.4 | 12.1 | - | - |
| TETer (Ours) | ResNet-101 | ImageNet-1K | 33.3 | 51.6 | 35.0 | 13.2 | [cfg](configs/tao/cem_r101_lvis.py) | [google drive](https://drive.google.com/file/d/17koyuCbnj42ioZRxZZ5DChmCoAaMwets/view?usp=sharing) |
| TETer-HTC (Ours) | ResNeXt-101-64x4d | ImageNet-1K | 36.9 | 57.5 | 37.5 | 15.7 | - | - |
| TETer-SwinT (Ours) | SwinT | ImageNet-1K | 34.6 | 52.1 | 36.7 | 15.0 | [cfg](configs/tao/cem_swinT_lvis.py) | [google drive](https://drive.google.com/file/d/1UvMkH1xfCqNghiDCbb6jE_9yklYggmlM/view?usp=sharing) |
| TETer-SwinS (Ours) | SwinS | ImageNet-1K | 36.7 | 54.2 | 38.4 | 17.4 | [cfg](configs/tao/cem_swinS_lvis.py) | [google drive](https://drive.google.com/file/d/1jRjrj57PKi7fLKBgoq2Dt5SZJC4Nejip/view?usp=sharing) |
| TETer-SwinB (Ours) | SwinB | ImageNet-22K | 38.8 | 55.6 | 40.1 | 20.8 | [cfg](configs/tao/cem_swinB_lvis.py) | [google drive](https://drive.google.com/file/d/11Y3Vv1gB4m0Vn7AKI5XW1TIsCOq30hKB/view?usp=sharing) |
| TETer-SwinL (Ours) | SwinL | ImageNet-22K | 40.1 | 56.3 | 39.9 | 24.1 | [cfg](configs/tao/cem_swinL_lvis.py) | [google drive](https://drive.google.com/file/d/1J3z5pbF7trU3fDCVfizAPsmp3oV9NVj8/view?usp=sharing) |
| Method | backbone | pretrain | TETA | LocA | AssocA | ClsA | config | model | preds |
|-----------------------------------------------------|-------------------|--------------|------|------|--------|------|--------------------------------------|----------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------|
| [QDTrack(CVPR21)](https://arxiv.org/abs/2006.06664) | ResNet-101 | ImageNet-1K | 30.0 | 50.5 | 27.4 | 12.1 | - | - | - |
| TETer (Ours) | ResNet-101 | ImageNet-1K | 33.3 | 51.6 | 35.0 | 13.2 | [cfg](configs/tao/cem_r101_lvis.py) | [google drive](https://drive.google.com/file/d/17koyuCbnj42ioZRxZZ5DChmCoAaMwets/view?usp=sharing) | coming soon |
| TETer-HTC (Ours) | ResNeXt-101-64x4d | ImageNet-1K | 36.9 | 57.5 | 37.5 | 15.7 | - | - | - |
| TETer-SwinT (Ours) | SwinT | ImageNet-1K | 34.6 | 52.1 | 36.7 | 15.0 | [cfg](configs/tao/cem_swinT_lvis.py) | [google drive](https://drive.google.com/file/d/1UvMkH1xfCqNghiDCbb6jE_9yklYggmlM/view?usp=sharing) | coming soon |
| TETer-SwinS (Ours) | SwinS | ImageNet-1K | 36.7 | 54.2 | 38.4 | 17.4 | [cfg](configs/tao/cem_swinS_lvis.py) | [google drive](https://drive.google.com/file/d/1jRjrj57PKi7fLKBgoq2Dt5SZJC4Nejip/view?usp=sharing) | coming soon |
| TETer-SwinB (Ours) | SwinB | ImageNet-22K | 38.8 | 55.6 | 40.1 | 20.8 | [cfg](configs/tao/cem_swinB_lvis.py) | [google drive](https://drive.google.com/file/d/11Y3Vv1gB4m0Vn7AKI5XW1TIsCOq30hKB/view?usp=sharing) | coming soon |
| TETer-SwinL (Ours) | SwinL | ImageNet-22K | 40.1 | 56.3 | 39.9 | 24.1 | [cfg](configs/tao/cem_swinL_lvis.py) | [google drive](https://drive.google.com/file/d/1J3z5pbF7trU3fDCVfizAPsmp3oV9NVj8/view?usp=sharing) | [google drive](https://drive.google.com/file/d/1ZXXV-hQOxC-luSQcH3ph1k1ETUe6rYKV/view?usp=share_link) |

## Installation

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1 change: 0 additions & 1 deletion configs/tao/cem_swinT_lvis.py
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Expand Up @@ -43,7 +43,6 @@
pos_normalize=True,
loss_weight=0.25)
, softmax_temp=-1),

track_head=dict(
type='QuasiDenseEmbedHead',
num_convs=4,
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2 changes: 1 addition & 1 deletion teter/datasets/coco_video_dataset.py
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Expand Up @@ -7,7 +7,7 @@
from .parsers import CocoVID


@DATASETS.register_module()
@DATASETS.register_module(force=True)
class CocoVideoDataset(CocoDataset):

CLASSES = None
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2 changes: 1 addition & 1 deletion teter/datasets/tao_dataset.py
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Expand Up @@ -36,7 +36,7 @@ def majority_vote(prediction):
return class_by_majority_count_res


@DATASETS.register_module()
@DATASETS.register_module(force=True)
class TaoDataset(CocoVideoDataset):
def load_annotations(self, ann_file):
"""Load annotation from annotation file."""
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2 changes: 1 addition & 1 deletion teter/models/losses/l2_loss.py
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Expand Up @@ -20,7 +20,7 @@ def l2_loss(pred, target):
return loss


@LOSSES.register_module()
@LOSSES.register_module(force=True)
class L2Loss(nn.Module):
"""L2 loss.
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2 changes: 1 addition & 1 deletion teter/models/losses/multipos_cross_entropy_loss.py
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Expand Up @@ -60,7 +60,7 @@ def multi_pos_cross_entropy(
return loss


@LOSSES.register_module()
@LOSSES.register_module(force=True)
class MultiPosCrossEntropyLoss(nn.Module):
def __init__(self, reduction="mean", loss_weight=1.0, version="v3"):
super(MultiPosCrossEntropyLoss, self).__init__()
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2 changes: 1 addition & 1 deletion teter/models/roi_heads/track_heads/cem_head.py
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Expand Up @@ -7,7 +7,7 @@
from teter.core import cal_similarity


@HEADS.register_module()
@HEADS.register_module(force=True)
class ClsExemplarHead(nn.Module):
def __init__(
self,
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Expand Up @@ -7,7 +7,7 @@
from teter.core import cal_similarity


@HEADS.register_module()
@HEADS.register_module(force=True)
class QuasiDenseEmbedHead(nn.Module):
def __init__(
self,
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