Update README.md

README.md

@@ -1,254 +1,277 @@
----
-license: apache-2.0
-dataset_info:
-- config_name: clip_quad_modal
-  features:
-  - name: 'Unnamed: 0.4'
-    dtype: int64
-  - name: image_url
-    dtype: string
-  - name: sound_url
-    dtype: string
-  - name: 'Unnamed: 0.3'
-    dtype: int64
-  - name: 'Unnamed: 0.2'
-    dtype: int64
-  - name: 'Unnamed: 0.1'
-    dtype: int64
-  - name: 'Unnamed: 0'
-    dtype: int64
-  - name: id
-    dtype: int64
-  - name: observed_on_string
-    dtype: string
-  - name: observed_on
-    dtype: string
-  - name: time_observed_at
-    dtype: string
-  - name: time_zone
-    dtype: string
-  - name: user_id
-    dtype: int64
-  - name: user_login
-    dtype: string
-  - name: user_name
-    dtype: string
-  - name: created_at
-    dtype: string
-  - name: updated_at
-    dtype: string
-  - name: quality_grade
-    dtype: string
-  - name: license
-    dtype: string
-  - name: url
-    dtype: string
-  - name: tag_list
-    dtype: string
-  - name: description
-    dtype: string
-  - name: num_identification_agreements
-    dtype: int64
-  - name: num_identification_disagreements
-    dtype: int64
-  - name: captive_cultivated
-    dtype: bool
-  - name: oauth_application_id
-    dtype: float64
-  - name: place_guess
-    dtype: string
-  - name: latitude
-    dtype: float64
-  - name: longitude
-    dtype: float64
-  - name: positional_accuracy
-    dtype: float64
-  - name: private_place_guess
-    dtype: float64
-  - name: private_latitude
-    dtype: float64
-  - name: private_longitude
-    dtype: float64
-  - name: public_positional_accuracy
-    dtype: float64
-  - name: geoprivacy
-    dtype: string
-  - name: taxon_geoprivacy
-    dtype: string
-  - name: coordinates_obscured
-    dtype: bool
-  - name: positioning_method
-    dtype: string
-  - name: positioning_device
-    dtype: string
-  - name: species_guess
-    dtype: string
-  - name: scientific_name
-    dtype: string
-  - name: common_name
-    dtype: string
-  - name: iconic_taxon_name
-    dtype: string
-  - name: taxon_id
-    dtype: int64
-  - name: sound_format
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 48900983
-    num_examples: 68824
-  - name: val
-    num_bytes: 5316841
-    num_examples: 7501
-  download_size: 21473814
-  dataset_size: 54217824
-- config_name: clip_tri_modal
-  features:
-  - name: id
-    dtype: int64
-  - name: sat_key
-    dtype: string
-  - name: sat_path
-    dtype: string
-  - name: sat_bounds
-    struct:
-    - name: max_lat
-      dtype: float64
-    - name: max_lon
-      dtype: float64
-    - name: min_lat
-      dtype: float64
-    - name: min_lon
-      dtype: float64
-  - name: img_ids
-    sequence: int64
-  - name: target_positions
-    sequence:
-      sequence: int64
-  splits:
-  - name: train
-    num_bytes: 114789736
-    num_examples: 379962
-  - name: val
-    num_bytes: 9472004
-    num_examples: 57752
-  download_size: 62896043
-  dataset_size: 124261740
-- config_name: search_quad_modal
-  features:
-  - name: id
-    dtype: int64
-  - name: sat_key
-    dtype: string
-  - name: sat_path
-    dtype: string
-  - name: taxonomy
-    dtype: string
-  - name: count
-    dtype: int64
-  - name: spread
-    dtype: float64
-  - name: sat_bounds
-    struct:
-    - name: max_lat
-      dtype: float64
-    - name: max_lon
-      dtype: float64
-    - name: min_lat
-      dtype: float64
-    - name: min_lon
-      dtype: float64
-  - name: img_ids
-    sequence: int64
-  - name: target_positions
-    sequence:
-      sequence: int64
-  - name: num_landmarks
-    dtype: int64
-  - name: sound_ids
-    sequence: int64
-  splits:
-  - name: train
-    num_bytes: 5235058
-    num_examples: 10805
-  - name: val_in_domain
-    num_bytes: 155806
-    num_examples: 459
-  - name: val_out_domain
-    num_bytes: 134064
-    num_examples: 391
-  download_size: 2844508
-  dataset_size: 5524928
-- config_name: search_tri_modal
-  features:
-  - name: id
-    dtype: int64
-  - name: sat_key
-    dtype: string
-  - name: sat_path
-    dtype: string
-  - name: taxonomy
-    dtype: string
-  - name: count
-    dtype: int64
-  - name: spread
-    dtype: float64
-  - name: sat_bounds
-    struct:
-    - name: max_lat
-      dtype: float64
-    - name: max_lon
-      dtype: float64
-    - name: min_lat
-      dtype: float64
-    - name: min_lon
-      dtype: float64
-  - name: img_ids
-    sequence: int64
-  - name: target_positions
-    sequence:
-      sequence: int64
-  - name: num_landmarks
-    dtype: int64
-  splits:
-  - name: train
-    num_bytes: 27066170
-    num_examples: 80535
-  - name: val_in_domain
-    num_bytes: 1208012
-    num_examples: 4000
-  - name: val_out_domain
-    num_bytes: 1319681
-    num_examples: 4000
-  download_size: 13604442
-  dataset_size: 29593863
-configs:
-- config_name: clip_quad_modal
-  data_files:
-  - split: train
-    path: clip_quad_modal/train-*
-  - split: val
-    path: clip_quad_modal/val-*
-- config_name: clip_tri_modal
-  data_files:
-  - split: train
-    path: clip_tri_modal/train-*
-  - split: val
-    path: clip_tri_modal/val-*
-- config_name: search_quad_modal
-  data_files:
-  - split: train
-    path: search_quad_modal/train-*
-  - split: val_in_domain
-    path: search_quad_modal/val_in_domain-*
-  - split: val_out_domain
-    path: search_quad_modal/val_out_domain-*
-- config_name: search_tri_modal
-  data_files:
-  - split: train
-    path: search_tri_modal/train-*
-  - split: val_in_domain
-    path: search_tri_modal/val_in_domain-*
-  - split: val_out_domain
-    path: search_tri_modal/val_out_domain-*
----
+---
+license: apache-2.0
+dataset_info:
+- config_name: clip_quad_modal
+  features:
+  - name: 'Unnamed: 0.4'
+    dtype: int64
+  - name: image_url
+    dtype: string
+  - name: sound_url
+    dtype: string
+  - name: 'Unnamed: 0.3'
+    dtype: int64
+  - name: 'Unnamed: 0.2'
+    dtype: int64
+  - name: 'Unnamed: 0.1'
+    dtype: int64
+  - name: 'Unnamed: 0'
+    dtype: int64
+  - name: id
+    dtype: int64
+  - name: observed_on_string
+    dtype: string
+  - name: observed_on
+    dtype: string
+  - name: time_observed_at
+    dtype: string
+  - name: time_zone
+    dtype: string
+  - name: user_id
+    dtype: int64
+  - name: user_login
+    dtype: string
+  - name: user_name
+    dtype: string
+  - name: created_at
+    dtype: string
+  - name: updated_at
+    dtype: string
+  - name: quality_grade
+    dtype: string
+  - name: license
+    dtype: string
+  - name: url
+    dtype: string
+  - name: tag_list
+    dtype: string
+  - name: description
+    dtype: string
+  - name: num_identification_agreements
+    dtype: int64
+  - name: num_identification_disagreements
+    dtype: int64
+  - name: captive_cultivated
+    dtype: bool
+  - name: oauth_application_id
+    dtype: float64
+  - name: place_guess
+    dtype: string
+  - name: latitude
+    dtype: float64
+  - name: longitude
+    dtype: float64
+  - name: positional_accuracy
+    dtype: float64
+  - name: private_place_guess
+    dtype: float64
+  - name: private_latitude
+    dtype: float64
+  - name: private_longitude
+    dtype: float64
+  - name: public_positional_accuracy
+    dtype: float64
+  - name: geoprivacy
+    dtype: string
+  - name: taxon_geoprivacy
+    dtype: string
+  - name: coordinates_obscured
+    dtype: bool
+  - name: positioning_method
+    dtype: string
+  - name: positioning_device
+    dtype: string
+  - name: species_guess
+    dtype: string
+  - name: scientific_name
+    dtype: string
+  - name: common_name
+    dtype: string
+  - name: iconic_taxon_name
+    dtype: string
+  - name: taxon_id
+    dtype: int64
+  - name: sound_format
+    dtype: string
+  splits:
+  - name: train
+    num_bytes: 48900983
+    num_examples: 68824
+  - name: val
+    num_bytes: 5316841
+    num_examples: 7501
+  download_size: 21473814
+  dataset_size: 54217824
+- config_name: clip_tri_modal
+  features:
+  - name: id
+    dtype: int64
+  - name: sat_key
+    dtype: string
+  - name: sat_path
+    dtype: string
+  - name: sat_bounds
+    struct:
+    - name: max_lat
+      dtype: float64
+    - name: max_lon
+      dtype: float64
+    - name: min_lat
+      dtype: float64
+    - name: min_lon
+      dtype: float64
+  - name: img_ids
+    sequence: int64
+  - name: target_positions
+    sequence:
+      sequence: int64
+  splits:
+  - name: train
+    num_bytes: 114789736
+    num_examples: 379962
+  - name: val
+    num_bytes: 9472004
+    num_examples: 57752
+  download_size: 62896043
+  dataset_size: 124261740
+- config_name: search_quad_modal
+  features:
+  - name: id
+    dtype: int64
+  - name: sat_key
+    dtype: string
+  - name: sat_path
+    dtype: string
+  - name: taxonomy
+    dtype: string
+  - name: count
+    dtype: int64
+  - name: spread
+    dtype: float64
+  - name: sat_bounds
+    struct:
+    - name: max_lat
+      dtype: float64
+    - name: max_lon
+      dtype: float64
+    - name: min_lat
+      dtype: float64
+    - name: min_lon
+      dtype: float64
+  - name: img_ids
+    sequence: int64
+  - name: target_positions
+    sequence:
+      sequence: int64
+  - name: num_landmarks
+    dtype: int64
+  - name: sound_ids
+    sequence: int64
+  splits:
+  - name: train
+    num_bytes: 5235058
+    num_examples: 10805
+  - name: val_in_domain
+    num_bytes: 155806
+    num_examples: 459
+  - name: val_out_domain
+    num_bytes: 134064
+    num_examples: 391
+  download_size: 2844508
+  dataset_size: 5524928
+- config_name: search_tri_modal
+  features:
+  - name: id
+    dtype: int64
+  - name: sat_key
+    dtype: string
+  - name: sat_path
+    dtype: string
+  - name: taxonomy
+    dtype: string
+  - name: count
+    dtype: int64
+  - name: spread
+    dtype: float64
+  - name: sat_bounds
+    struct:
+    - name: max_lat
+      dtype: float64
+    - name: max_lon
+      dtype: float64
+    - name: min_lat
+      dtype: float64
+    - name: min_lon
+      dtype: float64
+  - name: img_ids
+    sequence: int64
+  - name: target_positions
+    sequence:
+      sequence: int64
+  - name: num_landmarks
+    dtype: int64
+  splits:
+  - name: train
+    num_bytes: 27066170
+    num_examples: 80535
+  - name: val_in_domain
+    num_bytes: 1208012
+    num_examples: 4000
+  - name: val_out_domain
+    num_bytes: 1319681
+    num_examples: 4000
+  download_size: 13604442
+  dataset_size: 29593863
+configs:
+- config_name: clip_quad_modal
+  data_files:
+  - split: train
+    path: clip_quad_modal/train-*
+  - split: val
+    path: clip_quad_modal/val-*
+- config_name: clip_tri_modal
+  data_files:
+  - split: train
+    path: clip_tri_modal/train-*
+  - split: val
+    path: clip_tri_modal/val-*
+- config_name: search_quad_modal
+  data_files:
+  - split: train
+    path: search_quad_modal/train-*
+  - split: val_in_domain
+    path: search_quad_modal/val_in_domain-*
+  - split: val_out_domain
+    path: search_quad_modal/val_out_domain-*
+- config_name: search_tri_modal
+  data_files:
+  - split: train
+    path: search_tri_modal/train-*
+  - split: val_in_domain
+    path: search_tri_modal/val_in_domain-*
+  - split: val_out_domain
+    path: search_tri_modal/val_out_domain-*
+---
+
+# Model Card for Search-TTA-Dataset
+Dataset to finetune [search_tta_sat](https://huggingface.co/derektan95/search-tta-sat) and [search_tta_sound](https://huggingface.co/derektan95/search-tta-sound) CLIP models.
+
+## Citation
+```
+@inproceedings{tan2025searchtta,
+  title     = {Search-TTA: A Multimodal Test-Time Adaptation Framework for Visual Search in the Wild},
+  author    = {Derek Ming Siang Tan, Shailesh, Boyang Liu, Alok Raj, Qi Xuan Ang, Weiheng Dai, Tanishq Duhan, Jimmy Chiun, Yuhong Cao, Florian Shkurti, Guillaume Sartoretti},
+  booktitle = {Conference on Robot Learning},
+  year      = {2025},
+  url       = {https://arxiv.org/abs/2505.11350}
+}
+
+@inproceedings{sastry2025taxabind,
+  title     = {Taxabind: A unified embedding space for ecological applications},
+  author    = {Sastry, Srikumar and Khanal, Subash and Dhakal, Aayush and Ahmad, Adeel and Jacobs, Nathan},
+  booktitle = {2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)},
+  pages     = {1765--1774},
+  year      = {2025},
+  url       = {https://arxiv.org/abs/2505.11350}
+}
+```