From b5f3b728c3c94d091030277eea98c9e31f152db6 Mon Sep 17 00:00:00 2001 From: Adnen Abdessaied Date: Wed, 30 Mar 2022 10:46:35 +0200 Subject: [PATCH] Initial commit --- README.md | 124 ++++++++ assets/.gitkeep | 0 assets/overview_project_one.png | Bin 0 -> 321490 bytes assets/structure.png | Bin 0 -> 18903 bytes cfgs/.gitkeep | 0 cfgs/base_cfgs.py | 267 ++++++++++++++++ cfgs/fusion_cfgs.yml | 6 + cfgs/path_cfgs.py | 61 ++++ cfgs/small_model.yml | 13 + code/.gitkeep | 0 code/assets/.gitkeep | 0 code/assets/structure.png | Bin 0 -> 18903 bytes code/cfgs/.gitkeep | 0 code/cfgs/base_cfgs.py | 267 ++++++++++++++++ code/cfgs/fusion_cfgs.yml | 6 + code/cfgs/path_cfgs.py | 61 ++++ code/cfgs/small_model.yml | 13 + code/core/.gitkeep | 0 code/core/data/.gitkeep | 0 code/core/data/dataset.py | 103 +++++++ code/core/data/preprocess.py | 182 +++++++++++ code/core/data/utils.py | 81 +++++ code/core/exec.py | 523 ++++++++++++++++++++++++++++++++ code/core/metrics.py | 211 +++++++++++++ code/core/model/.gitkeep | 0 code/core/model/C3D.py | 80 +++++ code/core/model/dnc.py | 323 ++++++++++++++++++++ code/core/model/mca.py | 208 +++++++++++++ code/core/model/memory.py | 314 +++++++++++++++++++ code/core/model/net.py | 501 ++++++++++++++++++++++++++++++ code/core/model/net_utils.py | 62 ++++ code/core/model/optim.py | 98 ++++++ code/core/model/utils.py | 163 ++++++++++ code/requirements.txt | 48 +++ code/run.py | 198 ++++++++++++ core/.gitkeep | 0 core/data/.gitkeep | 0 core/data/dataset.py | 103 +++++++ core/data/preprocess.py | 182 +++++++++++ core/data/utils.py | 81 +++++ core/exec.py | 523 ++++++++++++++++++++++++++++++++ core/metrics.py | 211 +++++++++++++ core/model/.gitkeep | 0 core/model/C3D.py | 80 +++++ core/model/dnc.py | 323 ++++++++++++++++++++ core/model/mca.py | 208 +++++++++++++ core/model/memory.py | 314 +++++++++++++++++++ core/model/net.py | 501 ++++++++++++++++++++++++++++++ core/model/net_utils.py | 62 ++++ core/model/optim.py | 98 ++++++ core/model/utils.py | 163 ++++++++++ requirements.txt | 48 +++ run.py | 198 ++++++++++++ 53 files changed, 7008 insertions(+) create mode 100644 README.md create mode 100644 assets/.gitkeep create mode 100644 assets/overview_project_one.png create mode 100644 assets/structure.png create mode 100644 cfgs/.gitkeep create mode 100644 cfgs/base_cfgs.py create mode 100644 cfgs/fusion_cfgs.yml create mode 100644 cfgs/path_cfgs.py create mode 100644 cfgs/small_model.yml create mode 100644 code/.gitkeep create mode 100644 code/assets/.gitkeep create mode 100644 code/assets/structure.png create mode 100644 code/cfgs/.gitkeep create mode 100644 code/cfgs/base_cfgs.py create mode 100644 code/cfgs/fusion_cfgs.yml create mode 100644 code/cfgs/path_cfgs.py create mode 100644 code/cfgs/small_model.yml create mode 100644 code/core/.gitkeep create mode 100644 code/core/data/.gitkeep create mode 100644 code/core/data/dataset.py create mode 100644 code/core/data/preprocess.py create mode 100644 code/core/data/utils.py create mode 100644 code/core/exec.py create mode 100644 code/core/metrics.py create mode 100644 code/core/model/.gitkeep create mode 100644 code/core/model/C3D.py create mode 100644 code/core/model/dnc.py create mode 100644 code/core/model/mca.py create mode 100644 code/core/model/memory.py create mode 100644 code/core/model/net.py create mode 100644 code/core/model/net_utils.py create mode 100644 code/core/model/optim.py create mode 100644 code/core/model/utils.py create mode 100644 code/requirements.txt create mode 100644 code/run.py create mode 100644 core/.gitkeep create mode 100644 core/data/.gitkeep create mode 100644 core/data/dataset.py create mode 100644 core/data/preprocess.py create mode 100644 core/data/utils.py create mode 100644 core/exec.py create mode 100644 core/metrics.py create mode 100644 core/model/.gitkeep create mode 100644 core/model/C3D.py create mode 100644 core/model/dnc.py create mode 100644 core/model/mca.py create mode 100644 core/model/memory.py create mode 100644 core/model/net.py create mode 100644 core/model/net_utils.py create mode 100644 core/model/optim.py create mode 100644 core/model/utils.py create mode 100644 requirements.txt create mode 100644 run.py diff --git a/README.md b/README.md new file mode 100644 index 0000000..28437b2 --- /dev/null +++ b/README.md @@ -0,0 +1,124 @@ +This is the official code of the paper **Video Language Co-Attention with Fast-Learning Feature Fusion for VideoQA**. +If you find our code useful, please cite our paper: + +# Overview +

drawing

+ +# Results +Our VLCN model achieves **new** state-of-the-art results on two open-ended VideoQA datasets **MSVD-QA** and **MSRVTT-QA**. +#### MSVD-QA +|
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| +| :---: | :---: | :---: | :---: | :---: | :---: | :---: | +| ST-VQA | 18.10 | 50.00 | **83.80** | 72.40 | 28.60 | 31.30 | +| Co-Mem | 19.60 | 48.70 | 81.60 | 74.10 | 31.70 | 31.70 | +| HMEMA | 22.40 | 50.00 | 73.00 | 70.70 | 42.90 | 33.70 | +| SSML | - | - | - | - | - | 35.13 | +| QueST | 24.50 | **52.90** | 79.10 | 72.40 | **50.00** | 36.10 | +| HCRN | - | - | - | - | - | 36.10 | +| MA-DRNN | 24.30 | 51.60 | 82.00 | **86.30** | 26.30 | 36.20 | +| **VLCN (Ours)** | **28.42** | 51.29 | 81.08 | 74.13 | 46.43 | **38.06** | + +#### MSRVTT-QA +|
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| +| :---: | :---: | :---: | :---: | :---: | :---: | :---: | +| ST-VQA | 24.50 | 41.20 | 78.00 | 76.50 | 34.90 | 30.90 | +| Co-Mem | 23.90 | 42.50 | 74.10 | 69.00 | **42.90** | 32.00 | +| HMEMA | 22.40 | **50.10** | 73.00 | 70.70 | 42.90 | 33.70 | +| QueST | 27.90 | 45.60 | **83.00** | 75.70 | 31.60 | 34.60 | +| SSML | - | - | - | - | - | 35.00 | +| HCRN | - | - | - | - | - | 35.60 | +| **VLCN (Ours)** | **30.69** | 44.09 | 79.82 | **78.29** | 36.80 | **36.01** | + +# Requirements +- PyTorch 1.3.1
+- Torchvision 0.4.2
+- Python 3.6 + +# Raw data +The raw data of MSVD-QA and MSRVTT-QA are located in +`` +data/MSVD-QA +`` +and +`` +data/MSRVTT-QA +`` +, respectively.
+ +**Videos:** The raw videos of MSVD-QA and MSRVTT-QA can be downloaded from [⬇](https://www.cs.utexas.edu/users/ml/clamp/videoDescription/) and [⬇](https://www.mediafire.com/folder/h14iarbs62e7p/shared), respectively.
+**Text:** The text data can be downloaded from [⬇](https://github.com/xudejing/video-question-answering).
+ +After downloading all the raw data, `` +data/MSVD-QA +`` +and +`` +data/MSRVTT-QA +`` +should have the following structure: +

PHP Terminal style set text color

+ +# Preprocessing +To sample the individual frames and clips and generate the corresponding visual features, we run the script +`` +preporocess.py +`` +on the raw videos with the appropriate flags. E.g. for MSVD-QA we have to execute +```bash +python core/data/preporocess.py --RAW_VID_PATH /data/MSRVD-QA/videos --C3D_PATH path_to_pretrained_c3d +``` +This will save the individual frames and clips in +`` +data/MSVD-QA/frames +`` +and +`` +data/MSVD-QA/clips +`` +, respectively, and their visual features in + +`` +data/MSVD-QA/frame_feat +`` +and +`` +data/MSVD-QA/clip_feat +``, respectively. + +# Config files +Before starting training, one has to update the config path file +`` +cfgs/path_cfgs.py +`` +with the paths of the raw data as well as the visual feaures.
+All Hyperparameters can be adjusted in +`` +cfgs/base_cfgs.py +``. + +# Training +To start training, one has to specify an experiment directory +`` +EXP_NAME +`` +where all the results (log files, checkpoints, tensorboard files etc) will be saved. Futhermore, one needs to specify the +`` +MODEL_TYPE +`` +of the VLCN to be trained. +|
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| +| :---: | :---: | +| 1 | VLCN | +| 2 | VLCN-FLF | +| 3 | VLCV+LSTM | +| 4 | MCAN | + +These parameters can be set inline. E.g. by executing +```bash +python run.py --EXP_NAME experiment --MODEL_TYPE 1 --DATA_PATH /data/MSRVD-QA --GPU 1 --SEED 42 +``` +# Pre-trained models +Our pre-trained models are available here [⬇](https://drive.google.com/drive/folders/172yj4iUkF1U1WOPdA5KuKOTQXkgzFEzS) + +# Acknowledgements +We thank the Vision and Language Group@ MIL for their [MCAN](https://github.com/MILVLG/mcan-vqa) open source implementation, [DavidA](https://github.com/DavideA/c3d-pytorch/blob/master/C3D_model.py) for his pretrained C3D model and finally [ixaxaar](https://github.com/ixaxaar/pytorch-dnc) for his DNC implementation. diff --git a/assets/.gitkeep b/assets/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/assets/overview_project_one.png b/assets/overview_project_one.png new file mode 100644 index 0000000000000000000000000000000000000000..e9c9922e973b4844670aa76c6fecef5afe590773 GIT binary patch literal 321490 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