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README.md

@@ -99,9 +99,6 @@ train_set = dataset["train"]
 
 ```python
 from datasets import load_dataset
-from io import BytesIO
-from base64 import b64decode
-from PIL import Image
 
 ds_name = "youcook2"  # change the dataset name here
 dataset = load_dataset("ShuhuaiRen/TimeIT", ds_name)
@@ -135,21 +132,21 @@ features = datasets.Features(
 
 ### Source Data
 
-| Task                          | Dataset [Citation]         | Source                                                                         |
-|-------------------------------|----------------------------|--------------------------------------------------------------------------------|
-| Dense Video Captioning        | `ActivityNet Captions` [1] | [Source](https://cs.stanford.edu/people/ranjaykrishna/densevid/)               |
-|                               | `ViTT` [2]                 | [Source](https://github.com/google-research-datasets/Video-Timeline-Tags-ViTT) |
-|                               | `YouCook2` [3]             | [Source](http://youcook2.eecs.umich.edu/)                                      |
-| Temporal Video Grounding      | `DiDeMo` [4]               | [Source](https://github.com/LisaAnne/TemporalLanguageRelease)                  |
-|                               | `QuerYD` [5]               | [Source](https://www.robots.ox.ac.uk/~vgg/data/queryd/)                        |
-|                               | `HiREST_grounding` [6]     | [Source](https://hirest-cvpr2023.github.io/)                                   |
-|                               | `Charades-STA` [7]         | [Source](https://github.com/jiyanggao/TALL)                                    |
-| Video Summarization           | `TVSum` [8]                | [Source](https://github.com/yalesong/tvsum)                                    |
-|                               | `SumMe` [9]                | [Source](http://classif.ai/dataset/ethz-cvl-video-summe/)                      |
-| Video Highlight Detection     | `QVHighlights` [10]        | [Source](https://github.com/jayleicn/moment_detr/tree/main/data)               |
-| Step Localization             | `COIN` [11]                | [Source](https://coin-dataset.github.io/)                                      |
-|                               | `HiREST_step` [6]          | [Source](https://hirest-cvpr2023.github.io/)                                   |
-| Transcribed Speech Generation | `YT-Temporal` [12]         | [Source](https://rowanzellers.com/merlot/#data)                                |
+| Task                          | Dataset [Citation]         | Source                                                                             |
+|-------------------------------|----------------------------|------------------------------------------------------------------------------------|
+| Dense Video Captioning        | `ActivityNet Captions` [1] | [Source](http://activity-net.org/download.html)                                    |
+|                               | `ViTT` [2]                 | [Source](https://github.com/google-research-datasets/Video-Timeline-Tags-ViTT)     |
+|                               | `YouCook2` [3]             | [Source](http://youcook2.eecs.umich.edu/)                                          |
+| Temporal Video Grounding      | `DiDeMo` [4]               | [Source](https://github.com/LisaAnne/LocalizingMoments?tab=readme-ov-file#dataset) |
+|                               | `QuerYD` [5]               | [Source](https://www.robots.ox.ac.uk/~vgg/data/queryd/)                            |
+|                               | `HiREST_grounding` [6]     | [Source](https://github.com/j-min/HiREST)                                          |
+|                               | `Charades-STA` [7]         | [Source](https://github.com/jiyanggao/TALL)                                        |
+| Video Summarization           | `TVSum` [8]                | [Source](https://github.com/yalesong/tvsum)                                        |
+|                               | `SumMe` [9]                | [Source](http://classif.ai/dataset/ethz-cvl-video-summe/)                          |
+| Video Highlight Detection     | `QVHighlights` [10]        | [Source](https://github.com/jayleicn/moment_detr/tree/main/data)                   |
+| Step Localization             | `COIN` [11]                | [Source](https://github.com/coin-dataset/annotations)                              |
+|                               | `HiREST_step` [6]          | [Source](https://github.com/j-min/HiREST)                                          |
+| Transcribed Speech Generation | `YT-Temporal` [12]         | [Source](https://rowanzellers.com/merlot/#data)                                    |
 
 ### Annotations