diff --git a/.gitattributes b/.gitattributes index 1ef325f1b111266a6b26e0196871bd78baa8c2f3..1dff961f7cd86a2757d990a3003827e31f3ec433 100644 --- a/.gitattributes +++ b/.gitattributes @@ -9,7 +9,6 @@ *.joblib filter=lfs diff=lfs merge=lfs -text *.lfs.* filter=lfs diff=lfs merge=lfs -text *.lz4 filter=lfs diff=lfs merge=lfs -text -*.mds filter=lfs diff=lfs merge=lfs -text *.mlmodel filter=lfs diff=lfs merge=lfs -text *.model filter=lfs diff=lfs merge=lfs -text *.msgpack filter=lfs diff=lfs merge=lfs -text @@ -57,3 +56,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text # Video files - compressed *.mp4 filter=lfs diff=lfs merge=lfs -text *.webm filter=lfs diff=lfs merge=lfs -text +images.zip filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..f41b843225a60a70adb8087bb11fb94578be2fef --- /dev/null +++ b/README.md @@ -0,0 +1,782 @@ +--- +dataset_info: +- config_name: A-OKVQA + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 14048199 + num_examples: 1000 + download_size: 1168340 + dataset_size: 14048199 +- config_name: CIFAR-100 + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 1519890 + num_examples: 1000 + download_size: 20544 + dataset_size: 1519890 +- config_name: CIRR + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 70162098 + num_examples: 1000 + download_size: 1565489 + dataset_size: 70162098 +- config_name: ChartQA + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 14354641 + num_examples: 1000 + download_size: 1434448 + dataset_size: 14354641 +- config_name: Country211 + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 3678000 + num_examples: 1000 + download_size: 31556 + dataset_size: 3678000 +- config_name: DocVQA + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 23044459 + num_examples: 1000 + download_size: 1734476 + dataset_size: 23044459 +- config_name: EDIS + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 184208708 + num_examples: 1000 + download_size: 3350382 + dataset_size: 184208708 +- config_name: FashionIQ + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 71169665 + num_examples: 1000 + download_size: 1729457 + dataset_size: 71169665 +- config_name: GQA + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 40809641 + num_examples: 1000 + download_size: 1764457 + dataset_size: 40809641 +- config_name: HatefulMemes + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 184890 + num_examples: 1000 + download_size: 9972 + dataset_size: 184890 +- config_name: ImageNet-1K + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 28773890 + num_examples: 1000 + download_size: 185019 + dataset_size: 28773890 +- config_name: ImageNet-A + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 28772890 + num_examples: 1000 + download_size: 147780 + dataset_size: 28772890 +- config_name: ImageNet-R + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 3456890 + num_examples: 1000 + download_size: 23656 + dataset_size: 3456890 +- config_name: InfographicsVQA + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 19114439 + num_examples: 1000 + download_size: 1439837 + dataset_size: 19114439 +- config_name: MSCOCO + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 97759085 + num_examples: 1000 + download_size: 1681753 + dataset_size: 97759085 +- config_name: MSCOCO_i2t + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 60201740 + num_examples: 1000 + download_size: 1785583 + dataset_size: 60201740 +- config_name: MSCOCO_t2i + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 87127008 + num_examples: 1000 + download_size: 1296167 + dataset_size: 87127008 +- config_name: N24News + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 630658 + num_examples: 1000 + download_size: 110698 + dataset_size: 630658 +- config_name: NIGHTS + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 75116000 + num_examples: 1000 + download_size: 1528646 + dataset_size: 75116000 +- config_name: OK-VQA + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 15332578 + num_examples: 1000 + download_size: 1564823 + dataset_size: 15332578 +- config_name: OVEN + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 717934263 + num_examples: 1000 + download_size: 406792141 + dataset_size: 717934263 +- config_name: ObjectNet + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 2036000 + num_examples: 1000 + download_size: 27132 + dataset_size: 2036000 +- config_name: Place365 + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 7045000 + num_examples: 1000 + download_size: 89866 + dataset_size: 7045000 +- config_name: RefCOCO + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 96493941 + num_examples: 1000 + download_size: 1858145 + dataset_size: 96493941 +- config_name: RefCOCO-Matching + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 145712476 + num_examples: 1000 + download_size: 2879385 + dataset_size: 145712476 +- config_name: SUN397 + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 7990000 + num_examples: 1000 + download_size: 118447 + dataset_size: 7990000 +- config_name: ScienceQA + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 23870406 + num_examples: 1000 + download_size: 958782 + dataset_size: 23870406 +- config_name: TextVQA + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 17435986 + num_examples: 1000 + download_size: 1571656 + dataset_size: 17435986 +- config_name: VOC2007 + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 368000 + num_examples: 1000 + download_size: 13813 + dataset_size: 368000 +- config_name: VisDial + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 67989850 + num_examples: 1000 + download_size: 1730820 + dataset_size: 67989850 +- config_name: Visual7W + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 22047066 + num_examples: 1000 + download_size: 1564788 + dataset_size: 22047066 +- config_name: Visual7W-Pointing + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 94906832 + num_examples: 1000 + download_size: 1299380 + dataset_size: 94906832 +- config_name: VisualNews_i2t + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 118329649 + num_examples: 1000 + download_size: 81491360 + dataset_size: 118329649 +- config_name: VisualNews_t2i + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 97176206 + num_examples: 1000 + download_size: 1763677 + dataset_size: 97176206 +- config_name: VizWiz + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 20550246 + num_examples: 1000 + download_size: 1425789 + dataset_size: 20550246 +- config_name: WebQA + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 197701404 + num_examples: 1000 + download_size: 3257136 + dataset_size: 197701404 +- config_name: Wiki-SS-NQ + features: + - name: qry_text + dtype: string + - name: qry_img_path + dtype: string + - name: tgt_text + sequence: string + - name: tgt_img_path + sequence: string + splits: + - name: test + num_bytes: 74583207 + num_examples: 1000 + download_size: 1900579 + dataset_size: 74583207 +configs: +- config_name: A-OKVQA + data_files: + - split: test + path: A-OKVQA/test-* +- config_name: CIFAR-100 + data_files: + - split: test + path: CIFAR-100/test-* +- config_name: CIRR + data_files: + - split: test + path: CIRR/test-* +- config_name: ChartQA + data_files: + - split: test + path: ChartQA/test-* +- config_name: Country211 + data_files: + - split: test + path: Country211/test-* +- config_name: DocVQA + data_files: + - split: test + path: DocVQA/test-* +- config_name: EDIS + data_files: + - split: test + path: EDIS/test-* +- config_name: FashionIQ + data_files: + - split: test + path: FashionIQ/test-* +- config_name: GQA + data_files: + - split: test + path: GQA/test-* +- config_name: HatefulMemes + data_files: + - split: test + path: HatefulMemes/test-* +- config_name: ImageNet-1K + data_files: + - split: test + path: ImageNet-1K/test-* +- config_name: ImageNet-A + data_files: + - split: test + path: ImageNet-A/test-* +- config_name: ImageNet-R + data_files: + - split: test + path: ImageNet-R/test-* +- config_name: InfographicsVQA + data_files: + - split: test + path: InfographicsVQA/test-* +- config_name: MSCOCO + data_files: + - split: test + path: MSCOCO/test-* +- config_name: MSCOCO_i2t + data_files: + - split: test + path: MSCOCO_i2t/test-* +- config_name: MSCOCO_t2i + data_files: + - split: test + path: MSCOCO_t2i/test-* +- config_name: N24News + data_files: + - split: test + path: N24News/test-* +- config_name: NIGHTS + data_files: + - split: test + path: NIGHTS/test-* +- config_name: OK-VQA + data_files: + - split: test + path: OK-VQA/test-* +- config_name: OVEN + data_files: + - split: test + path: OVEN/test-* +- config_name: ObjectNet + data_files: + - split: test + path: ObjectNet/test-* +- config_name: Place365 + data_files: + - split: test + path: Place365/test-* +- config_name: RefCOCO + data_files: + - split: test + path: RefCOCO/test-* +- config_name: RefCOCO-Matching + data_files: + - split: test + path: RefCOCO-Matching/test-* +- config_name: SUN397 + data_files: + - split: test + path: SUN397/test-* +- config_name: ScienceQA + data_files: + - split: test + path: ScienceQA/test-* +- config_name: TextVQA + data_files: + - split: test + path: TextVQA/test-* +- config_name: VOC2007 + data_files: + - split: test + path: VOC2007/test-* +- config_name: VisDial + data_files: + - split: test + path: VisDial/test-* +- config_name: Visual7W + data_files: + - split: test + path: Visual7W/test-* +- config_name: Visual7W-Pointing + data_files: + - split: test + path: Visual7W-Pointing/test-* +- config_name: VisualNews_i2t + data_files: + - split: test + path: VisualNews_i2t/test-* +- config_name: VisualNews_t2i + data_files: + - split: test + path: VisualNews_t2i/test-* +- config_name: VizWiz + data_files: + - split: test + path: VizWiz/test-* +- config_name: WebQA + data_files: + - split: test + path: WebQA/test-* +- config_name: Wiki-SS-NQ + data_files: + - split: test + path: Wiki-SS-NQ/test-* +license: apache-2.0 +language: +- en +tags: +- ranking +pretty_name: MMEB +size_categories: +- 10K + +## Per-dataset Results +We list the performance of different embedding models in the following: +abs + +## Submission +We will set a formal leaderboard soon. If you want to add your results to the leaderboard, please send email to us at ziyanjiang528@gmail.com. + +## Cite Us +``` +@article{jiang2024vlm2vec, + title={VLM2Vec: Training Vision-Language Models for Massive Multimodal Embedding Tasks}, + author={Jiang, Ziyan and Meng, Rui and Yang, Xinyi and Yavuz, Semih and Zhou, Yingbo and Chen, Wenhu}, + journal={arXiv preprint arXiv:2410.05160}, + year={2024} +} +``` \ No newline at end of file diff --git a/VisualNews_i2t/._bbc_images_0041_606.jpg b/VisualNews_i2t/._bbc_images_0041_606.jpg new file mode 100644 index 0000000000000000000000000000000000000000..460445efb5ea9a4191d096ff48d92a7514b2c5b9 --- /dev/null +++ b/VisualNews_i2t/._bbc_images_0041_606.jpg @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8fa4c01e467734e14089124f4ae56a76c85798a77bdf66d3f38a7fe914fc6518 +size 4096 diff --git a/VisualNews_i2t/._bbc_images_0072_033.jpg b/VisualNews_i2t/._bbc_images_0072_033.jpg new file mode 100644 index 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that matches the given caption:"):].strip() + assert len(df.iloc[i].tgt_text) == len(df.iloc[i].tgt_img_path) + for j in range(len(df.iloc[i].tgt_text)): + df.iloc[i].tgt_text[j] = "" + df.iloc[i].tgt_img_path[j] = str(Path("CIRR") / Path(df.iloc[i].tgt_img_path[j]).name) +""" +df.to_parquet("CIRR/modified.parquet") + + diff --git a/statistics.png b/statistics.png new file mode 100644 index 0000000000000000000000000000000000000000..b1eafdedf4b53079d74e01e07463e9568d2077b1 --- /dev/null +++ b/statistics.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4e403e2aabac61dc11b208bb701a2dd86d8aabd53c5adce6f597bff1b948d288 +size 361542