metadata

base_model: distilbert/distilroberta-base
datasets: []
language: []
library_name: sentence-transformers
metrics:
  - cosine_accuracy
  - dot_accuracy
  - manhattan_accuracy
  - euclidean_accuracy
  - max_accuracy
pipeline_tag: sentence-similarity
tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - generated_from_trainer
  - dataset_size:22878
  - loss:TripletLoss
widget:
  - source_sentence: >-
      The image features an advertisement for Euro-Actie Van Sola, a Dutch
      company offering various kitchenware items. The poster showcases several
      images of different utensils and dishes in both English (Euro Acti) and
      French text alongside the logo "SOLA" at the top right corner. Promotional
      offers are also highlighted on this page such as discounts like 25% off
      with promo code MAXIMALJAARSVAARDIGHEID or free delivery service when
      purchasing from their catalogues through Leenkooken En
      Nettoelenvoorgangtakken Online Shoppe by using specific codes: €10498637
      EFT/NETTOEENWOEGANGTAKKEN OR €€...
    sentences:
      - >-
        The image features a promotional flyer for three dessert recipes, titled
        "Zo makkelijk kan leker zijn" which translates to "So easy can make it."
        The text provides information about the ingredients and preparation
        times required for each recipe: Aardbeienbaken (vanilla frisee
        vlees-toffees), Brownies with caramelized pineapple topper; Gevulde
        Ananasen met frietse Vogel Toefjes ...
      - >-
        The image features a woman holding an open wallet, seemingly in distress
        or contemplation. The headline "Altid geld ektor? Is het hoop hoepel met
        simpel-budgetplan" suggests that the article discusses whether it's
        possible to make ends meet with simple budgeting plans and possibly
        touches on financial matters related to money management for individuals
        who may be struggling financially due to lack of funds within their
        wallets at any given time during certain periods throughout January 2013
        as indicated by February hours mentioned above (hourly wages) like those
        associated with NIBU which could refer either directly towards her
        situation described earlier but seems more likely indirectly indicating
        how one might utilize these resources efficiently over different
        timeslots/days if they are unable to manage finances effectively
        currently; however this is purely speculative without further context
        provided from what we see here only showing someone going through
        something quite personal about themselves while trying out various
        methods such  as seeking help via phone calls made using numbers listed
        below title line etc...
      - >-
        The image is a magazine cover featuring an advertisement for Libelle.
        The main focus of the ad depicts someone walking on what appears to be
        farmland, suggesting that it may promote rural or agricultural products
        and services associated with farming activities in such areas.
  - source_sentence: >-
      The image is an advertisement for a product called "Predictor". It
      features a woman in black dress and tank top, standing against the
      backdrop of red color with white text that reads: 'Dat krijg je evan als
      jezwaanger bent' which translates to English as 'When you want your wish
      comes true', indicating some form of predictive power or magic associated
      with this brand. The background suggests it might be related to
      pregnancy-related products given its association with maternity wear like
      knickers (underwear) from Italian brands such as Mister & Mrs Italy and
      Sonia Bianca among others listed on their website
      www.predictorwebster.com/www_predictortorator
    sentences:
      - >-
        The image is a magazine page featuring an article titled "uit". The
        cover of the issue includes various elements such as photos, text in
        different languages and designs like logos or graphics that contribute
        to its overall aesthetic appeal.
      - >-
        The image is a magazine cover featuring an article titled " Het patron:
        ontcoog moet niet langer eten het maar waard aan werk" translated to
        English as "[Patron]: On the table you must not only eat but also value
        your work.” The author of this piece, Door Lilien MacNackon's picture
        and name are prominently displayed at the top left corner in red text
        against white background with her smiling face capturing attention
        towards right side center-bottom part of page 15 from Cosmopolitan
        Magazine dated April/May issue for year 2003 published by Studio Consult
        Uitgeverij B.V Amsterdam Netherlands.
      - >-
        The image is a promotional poster for "Van de Straat" featuring an
        orange and blue background. In the center of this vibrant backdrop,
        there's a woman carrying out her belongings from inside what appears to
        be either car or storage unit near water bodies such as docks with boats
        nearby in various sizes. The text on top reads 'VAN DE STRAAT,' while
        below it says that she has found something interesting about Viva
        magazine which features articles like those described by
        Tweedehandtopstukken voor binnenen (Second-Hand Items Toppicks For
        Binns) suggesting they are offering unique items at affordable prices
        within their stores across Europe.
  - source_sentence: >-
      The image depicts a black and white advertisement for Jil Sander's "SUMMER
      IN YOU" eau de toilette. A man is standing next to the box, which
      prominently displays his name in bold red letters against an off-white
      background that contrasts with him. The slogan on top of this message
      reads "JIL SANDRER," suggesting it may be related or endorsed by them as
      well.
    sentences:
      - >-
        The image is a magazine cover featuring an article titled " Het patron:
        ontcoog moet niet langer eten het maar waard aan werk" translated to
        English as "[Patron]: On the table you must not only eat but also value
        your work.” The author of this piece, Door Lilien MacNackon's picture
        and name are prominently displayed at the top left corner in red text
        against white background with her smiling face capturing attention
        towards right side center-bottom part of page 15 from Cosmopolitan
        Magazine dated April/May issue for year 2003 published by Studio Consult
        Uitgeverij B.V Amsterdam Netherlands.
      - >-
        The image depicts a news article about the city of Goudda, featuring
        various elements from daily life. The headline "Stammenstrid in gouda"
        suggests that it's an issue related to urban planning or development
        within this area. There are several people visible throughout the scene
        - some walking on sidewalks and others standing near buildings with
        street signs nearby. A stroller is also present among these individuals,
        indicating families might be involved too.
      - >-
        The image is a page from an advertisement or brochure, featuring various
        items related to audio and electronics. In the top left corner of the
        photo are two headphones with Sony branding on them in different colors
        - silver for one pair (Bioscoop oren) and black for another set which
        seems like they're part of some product display setup at Mannenzaken
        store. The center section shows David sitting comfortably outdoors while
        wearing these same headsets as he listens intently into his ears during
        wintertime days when temperatures drop below zero degrees Celsius.
        Towards the bottom right side there appears to be information about
        MP417 van David by Capa Coffee Shop & Playboy magazine online shop
        website www.capacoffeeshopw waterproof tablecloth w/ clip designed
        specifically for this model laptop case that comes along with its own
        carrying bag made up out of recycled materials including plastic bottles
        such as those used before their recycling process starts!
  - source_sentence: >-
      The image features an advertisement for Philips Flat TV, showcasing a man
      relaxing in bed with his head resting on the armrest of their television.
      The background includes elements like blue skies and waves as part of its
      visual appeal to create relaxation or serenity feelings that align well
      with leisure activities such as watching movies at home during downtime
      moments.
    sentences:
      - >-
        The image is a screenshot of an article from the E-Business section. It
        features two men, likely business figures or executives based on their
        attire and positions in front of computers with IBM logos visible behind
        them. The headline indicates that they are discussing enterprise
        strategies for social media marketing within businesses like Ibm using
        platforms such as LinkedIn (IBM's name). There appears to be some text
        related to "Welvaartstaat" which could suggest travel services
        associated with these companies but it may not fully translate into
        English due to character limitations here.
      - >-
        The image is a vibrant advertisement for the Pakhuis Amsterdams,
        showcasing its architectural design and inviting visitors to explore.
        The building features various elements like red bicycles parked outside
        on wheels that resemble scooters or skateboards in different colors such
        as black with orange accents (red). There's also an eye-catching display
        of bookshelves filled with numerous volumes arranged neatly against one
        wall. A prominent figure wearing glasses stands near these shelves under
        a glass roof structure inside the museum entrance area where people can
        admire works from renowned artists while enjoying refreshments at nearby
        cafes if they choose so.
      - >-
        The image features a magazine cover page with the title "De goed-gesprek
        gek" prominently displayed. The background of this colorful and engaging
        design includes elements such as text, images like people's faces or
        objects related to fashion, possibly suggesting an article about
        personal style in magazines that target young women interested in these
        topics.
  - source_sentence: >-
      The image features a silver hatchback car parked in the middle of an
      expansive, dense forest. The trees are tall and dark green with visible
      trunks that reach up into what appears to be early morning light filtering
      through them due to their proximity at sunset or sunrise. There is no
      direct sunlight casting shadows on the ground from above; instead, there's
      soft lighting coming downwards as if it were just after dawn or dusk when
      natural daylight has not yet reached its peak intensity.
    sentences:
      - >-
        The image is a magazine cover with various advertisements and articles.
        The main focus of the advertisement in question appears to be about
        tomatoes, featuring an attractive woman holding wine glasses next to
        them on top of what seems like food or kitchen items. There's also text
        related to "Medicijn" suggesting it might relate to health-related
        products as well.
      - >-
        The image depicts a man standing among an array of white chairs,
        arranged in rows and clusters. The background is green with the text "en
        creatie" prominently displayed at the top left corner. There's also some
        Dutch writing visible on one side that translates to English as:

        “Voegd verwijzen en werken met vrij informatietechnologie systems op het
        eind van de product te kennunnen dat er waarvoor een betere bezit moet
        wordt gegeven dan ze momentoan kunnen bestaan” - This phrase roughly
        means “To evaluate whether it makes sense for you or your organization
        to acquire products based solely upon their immediate availability,”
        which suggests this might relate to software evaluation processes within
        Microsoft enterprises seeking better ways to manage resources
        efficiently while staying current without unnecessary waste.
      - >-
        The image is a page from the bridge puzzles section of an older edition.
        The top left corner features "BRIDGE," while at its center, there's text
        that reads "(Noor Helijkaal) HORIZONTAL" and then continues with more
        details about various aspects related to this puzzle or game in general.
        In contrast, below these sections are instructions for solving
        crosswords called Kettingwoord (the Dutch word meaning 'setting up en
        prijswinnaars') which includes hints like identifying patterns among
        clues provided on each square as well as how winning combinations can be
        found by connecting them across multiple squares without crossing other
        words already spelled out within those boxes.
model-index:
  - name: SentenceTransformer based on distilbert/distilroberta-base
    results:
      - task:
          type: triplet
          name: Triplet
        dataset:
          name: Magazine
          type: Magazine
        metrics:
          - type: cosine_accuracy
            value: 0.9041628383631352
            name: Cosine Accuracy
          - type: dot_accuracy
            value: 0.0963318962470846
            name: Dot Accuracy
          - type: manhattan_accuracy
            value: 0.8027422432680755
            name: Manhattan Accuracy
          - type: euclidean_accuracy
            value: 0.9085447734822248
            name: Euclidean Accuracy
          - type: max_accuracy
            value: 0.9085447734822248
            name: Max Accuracy

SentenceTransformer based on distilbert/distilroberta-base

This is a sentence-transformers model finetuned from distilbert/distilroberta-base. It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

Model Details

Model Description

Model Type: Sentence Transformer
Base model: distilbert/distilroberta-base
Maximum Sequence Length: 512 tokens
Output Dimensionality: 768 tokens
Similarity Function: Cosine Similarity

Model Sources

Documentation: Sentence Transformers Documentation
Repository: Sentence Transformers on GitHub
Hugging Face: Sentence Transformers on Hugging Face

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 512, 'do_lower_case': False}) with Transformer model: RobertaModel 
  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
)

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("sentence_transformers_model_id")
# Run inference
sentences = [
    "The image features a silver hatchback car parked in the middle of an expansive, dense forest. The trees are tall and dark green with visible trunks that reach up into what appears to be early morning light filtering through them due to their proximity at sunset or sunrise. There is no direct sunlight casting shadows on the ground from above; instead, there's soft lighting coming downwards as if it were just after dawn or dusk when natural daylight has not yet reached its peak intensity.",
    'The image is a page from the bridge puzzles section of an older edition. The top left corner features "BRIDGE," while at its center, there\'s text that reads "(Noor Helijkaal) HORIZONTAL" and then continues with more details about various aspects related to this puzzle or game in general. In contrast, below these sections are instructions for solving crosswords called Kettingwoord (the Dutch word meaning \'setting up en prijswinnaars\') which includes hints like identifying patterns among clues provided on each square as well as how winning combinations can be found by connecting them across multiple squares without crossing other words already spelled out within those boxes.',
    'The image is a magazine cover with various advertisements and articles. The main focus of the advertisement in question appears to be about tomatoes, featuring an attractive woman holding wine glasses next to them on top of what seems like food or kitchen items. There\'s also text related to "Medicijn" suggesting it might relate to health-related products as well.',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

Evaluation

Metrics

Triplet

Dataset: Magazine
Evaluated with TripletEvaluator

Metric	Value
cosine_accuracy	0.9042
dot_accuracy	0.0963
manhattan_accuracy	0.8027
euclidean_accuracy	0.9085
max_accuracy	0.9085

Training Details

Training Dataset

Unnamed Dataset

Size: 22,878 training samples
Columns: sentence_0, sentence_1, and sentence_2

Approximate statistics based on the first 1000 samples:

	sentence_0	sentence_1	sentence_2
type	string	string	string
details	min: 37 tokens mean: 139.83 tokens max: 512 tokens	min: 35 tokens mean: 128.89 tokens max: 423 tokens	min: 35 tokens mean: 131.62 tokens max: 506 tokens

Samples:

sentence_0	sentence_1	sentence_2
The image features a model in an advertisement for Nivea body lotion. She is seated on the ground, dressed only in her underwear and smiling at the camera with blonde hair cascading down around her shoulders. The background of the photo consists mainly of blue tones that contrast against the white border surrounding it. In addition to showcasing the product's branding prominently above its logo "NIVEA BODY" which suggests this ad might be promoting skincare products or personal care items associated with beauty routines such as moisturizing creams or sunscreens.	The image is a book page with the headline "Meer dan moeder" written in bold blue letters. The accompanying text provides an introduction to Miranda Landman, who has been described as having her own unique style and approach towards parenting that differs from traditional norms. It mentions how she shares stories of being a mother during challenging times like when one child was diagnosed with cancer or dealing with difficult family dynamics such as divorce. Her perspective emphasizes self-love for herself first before focusing on raising children effectively through love instead of fear tactics which can lead to negative consequences over time.	The image displays a newspaper article from Australia, with the headline "Nieuwe Aussies gezocht" prominently featured. The text in Dutch provides details about an event where 19 million residents have thrown away approximately one billion new pieces of waste every day for several weeks at large dumpsites near towns and cities across New South Wales (NSW) due to high levels of immigration migration resulting in overcrowding conditions like those seen during World War II's displacement camps known as 'Europa', which were part of Europe’s largest refugee settlement system built by German architect Karl Lagerfeld on former Nazi concentration camp grounds after his expulsion following WWII. This is not only causing environmental problems but also social issues within these communities affected disproportionately more than other areas such as Melbourne or Sydney because they are often left behind when economic growth occurs elsewhere without adequate support systems that can accommodate them effectively; this has led many people seeking better opportunities outside their current living arrangements instead turning towards alternative locations abroad including countries located further down under its geographical location situated closer compared to North America while being farther off geographically speaking so it may become easier depending upon individual circumstances regarding travel plans between continents via airplanes offering flights connecting various points along different routes leading ultimately toward worldwide destinations far beyond our immediate vicinity here today!
The image is a vibrant collage of five polaroid photos, each capturing the joyous moments shared among friends at various social gatherings. The top left photo features two men clinking glasses and smiling broadly; one man holds his glass high in celebration while both are dressed casually with shirts that suggest an informal setting. In contrast to this joyful scene on its own right side stand three more people enjoying their time together: they all have drinks held up near them as if celebrating something or simply sharing laughter over some casual conversation. All these images exude warmth through candid expressions from individuals engaged within lively group interactions during what appears to be late-night get-togethers where good times abound for everyone present.	The image is a collage of four Polaroid-style photos, all featuring people enjoying drinks and having fun. The top left photo shows two individuals smiling while holding up their glasses filled with beer in unison; the bottom right corner has "de barkeepers" written on it as if they are bartenders celebrating or posing for this memorable moment together. In addition to these main photographs, there's also text that reads: "Nu eerst een Bavaria," which translates from Dutch into English meaning something like 'Now first an experience,' indicating some sort of celebration related event taking place at Bavarian events such as sports matches involving soccer teams named Bayern Munich (Bavaria) ...	The image displays a book cover with text in Dutch. The main focus is on the name "Suzanne," which appears prominently at various points throughout the page, possibly indicating that it's about or by Suzanne Rensers from Columbia Records and 24x7 Music Publishing Bijzondere Muziekgroepen/Columbia Recordings International Nederland BV Voorheemweg Houten Netherlands-based label specializing in classical music albums for adults over age thirteen; also distributes to international markets including China via distribution partners such as Chrysalis Group plc UK based distributor of classic rock & roll artists like Pink Floyd , Queen etc) (www...chrysallismusicgroupplcometl), and Universal Japan Inc Tokyo japan( www…universaljapain com
`The image is a promotional advertisement for the Mercedes-Benz SLK Special Edition car. It features an elegant silver sports car against a soft pink background, emphasizing its sleek design and luxury appeal. The text in Dutch at the bottom of the ad emphasizes that this edition offers exclusivity with no compromises on quality or style - "als exklusief nog niet eindelijk" translates to "as exclusive now not necessarily forever," suggesting ongoing value despite potential changes over time.`	`The image presents an advertisement for the Audi quattro, showcasing a silver SUV on ice. The car's design is sleek and modern with its distinctive four-ring logo prominently displayed in red at the bottom right corner of the ad. In addition to highlighting the vehicle itself, there are words like "quatto" which suggests it might be associated with performance or driving capabilities due to being named after this legendary model from Volkswagen Group history.`	`The image is a page from an article about Philips Lighting Poland, featured in the Dutch newspaper "Economie". The main focus of the photo appears to be on the building's architecture and its modern design elements such as large windows with reflective glass panels that enhance visibility outside this facility located at 12 Bulvarz street in Polania-Bulwarza city center area.`

Loss: TripletLoss with these parameters:

{
    "distance_metric": "TripletDistanceMetric.EUCLIDEAN",
    "triplet_margin": 5
}

Training Hyperparameters

Non-Default Hyperparameters

per_device_train_batch_size: 16
per_device_eval_batch_size: 16
num_train_epochs: 10
multi_dataset_batch_sampler: round_robin

All Hyperparameters

Click to expand

overwrite_output_dir: False
do_predict: False
eval_strategy: no
prediction_loss_only: True
per_device_train_batch_size: 16
per_device_eval_batch_size: 16
per_gpu_train_batch_size: None
per_gpu_eval_batch_size: None
gradient_accumulation_steps: 1
eval_accumulation_steps: None
learning_rate: 5e-05
weight_decay: 0.0
adam_beta1: 0.9
adam_beta2: 0.999
adam_epsilon: 1e-08
max_grad_norm: 1
num_train_epochs: 10
max_steps: -1
lr_scheduler_type: linear
lr_scheduler_kwargs: {}
warmup_ratio: 0.0
warmup_steps: 0
log_level: passive
log_level_replica: warning
log_on_each_node: True
logging_nan_inf_filter: True
save_safetensors: True
save_on_each_node: False
save_only_model: False
restore_callback_states_from_checkpoint: False
no_cuda: False
use_cpu: False
use_mps_device: False
seed: 42
data_seed: None
jit_mode_eval: False
use_ipex: False
bf16: False
fp16: False
fp16_opt_level: O1
half_precision_backend: auto
bf16_full_eval: False
fp16_full_eval: False
tf32: None
local_rank: 0
ddp_backend: None
tpu_num_cores: None
tpu_metrics_debug: False
debug: []
dataloader_drop_last: False
dataloader_num_workers: 0
dataloader_prefetch_factor: None
past_index: -1
disable_tqdm: False
remove_unused_columns: True
label_names: None
load_best_model_at_end: False
ignore_data_skip: False
fsdp: []
fsdp_min_num_params: 0
fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
fsdp_transformer_layer_cls_to_wrap: None
accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
deepspeed: None
label_smoothing_factor: 0.0
optim: adamw_torch
optim_args: None
adafactor: False
group_by_length: False
length_column_name: length
ddp_find_unused_parameters: None
ddp_bucket_cap_mb: None
ddp_broadcast_buffers: False
dataloader_pin_memory: True
dataloader_persistent_workers: False
skip_memory_metrics: True
use_legacy_prediction_loop: False
push_to_hub: False
resume_from_checkpoint: None
hub_model_id: None
hub_strategy: every_save
hub_private_repo: False
hub_always_push: False
gradient_checkpointing: False
gradient_checkpointing_kwargs: None
include_inputs_for_metrics: False
eval_do_concat_batches: True
fp16_backend: auto
push_to_hub_model_id: None
push_to_hub_organization: None
mp_parameters:
auto_find_batch_size: False
full_determinism: False
torchdynamo: None
ray_scope: last
ddp_timeout: 1800
torch_compile: False
torch_compile_backend: None
torch_compile_mode: None
dispatch_batches: None
split_batches: None
include_tokens_per_second: False
include_num_input_tokens_seen: False
neftune_noise_alpha: None
optim_target_modules: None
batch_eval_metrics: False
batch_sampler: batch_sampler
multi_dataset_batch_sampler: round_robin

Training Logs

Epoch	Step	Training Loss	Magazine_max_accuracy
0.3497	500	3.6095	-
0.6993	1000	2.1101	-
1.0	1430	-	0.8553
1.0490	1500	1.5426	-
1.3986	2000	1.2006	-
1.7483	2500	0.9514	-
2.0	2860	-	0.8845
2.0979	3000	0.6882	-
2.4476	3500	0.5506	-
2.7972	4000	0.4571	-
3.0	4290	-	0.8956
3.1469	4500	0.3377	-
3.4965	5000	0.304	-
3.8462	5500	0.2386	-
4.0	5720	-	0.8973
4.1958	6000	0.1906	-
4.5455	6500	0.1826	-
4.8951	7000	0.1479	-
5.0	7150	-	0.9058
5.2448	7500	0.1178	-
5.5944	8000	0.1094	-
5.9441	8500	0.0814	-
6.0	8580	-	0.9025
6.2937	9000	0.0877	-
6.6434	9500	0.0645	-
6.9930	10000	0.0601	-
7.0	10010	-	0.9029
7.3427	10500	0.0482	-
7.6923	11000	0.0407	-
8.0	11440	-	0.9099
8.0420	11500	0.0299	-
8.3916	12000	0.0309	-
8.7413	12500	0.0225	-
9.0	12870	-	0.9085
9.0909	13000	0.0158	-
9.4406	13500	0.0176	-

Framework Versions

Python: 3.10.12
Sentence Transformers: 3.0.1
Transformers: 4.41.2
PyTorch: 2.3.0+cu121
Accelerate: 0.32.1
Datasets: 2.20.0
Tokenizers: 0.19.1

Citation

BibTeX

Sentence Transformers

@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}

TripletLoss

@misc{hermans2017defense,
    title={In Defense of the Triplet Loss for Person Re-Identification}, 
    author={Alexander Hermans and Lucas Beyer and Bastian Leibe},
    year={2017},
    eprint={1703.07737},
    archivePrefix={arXiv},
    primaryClass={cs.CV}
}