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Paper Citation Record · LEDGER

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision

As of 20 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 0 inbound Pith citation observations for arXiv:1908.10933.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
1908.10933 v2

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T10:33:39.307207Z

measured 52 of 52 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

52 of 52 outbound references displayed

  • verified exact0
  • verified fuzzy21
  • unresolved31
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c93f0166-8ea9-4ade-b274-0ba4a6d5dffa · outbound

This paper cites Andreopoulos and J.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Andreopoulos and J

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:41.995394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:38.625883Z digest=sha256:af80c687fca8db9b31ab481c2ecb26ee6303f4879f3179d189a09a28b53155b6

Observation 669239f5-dfb2-4f38-8334-69262352384f · outbound

This paper cites Andreopoulos and J.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Andreopoulos and J

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:41.806217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:38.631480Z digest=sha256:0205d59ed1b17706e03415f64c8063761274597f3816cfce43946f3a926f9c28

Observation c34dca04-f50a-42d4-9aae-39c245786536 · outbound

This paper cites Why do deep convolutional networks generalize so poorly to small image transformations?.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Why do deep convolutional networks generalize so poorly to small image transformations?

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-14T10:33:38.635992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T10:33:38.635992Z digest=sha256:ef9b809ade3b127a4aa2e7fd54f02ced72db25debe0112f3e4a1cc08c1873f8e

Observation 9874811c-62b8-4563-89ce-91bcf3d6b3a4 · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:41.770928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:38.645930Z digest=sha256:d4a52ccc2adcb8c438783a208efa973ade29a1fe010eee5cd65b697dc1b93e8d

Observation 1a45632e-6963-42b5-9eec-915222dda66d · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:41.746177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:38.650500Z digest=sha256:bf77010ac34fe9f9481c6755b1c0188b16e6eed466276655df54bb35af0b75a2

Observation ed3ffba2-bee5-45ea-bb46-534f2c9883a7 · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:41.728189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:38.655702Z digest=sha256:b2fd87464c694265abdf6957392ca396f0fe252c43d0c1dee5192de8c4d6ffdb

Observation f4ce2e13-66e8-4514-b4bc-b3382d3be441 · outbound

This paper cites How is Gaze Influenced by Image Transformations? Dataset and Model.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision How is Gaze Influenced by Image Transformations? Dataset and Model

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-14T10:33:38.660652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T10:33:38.660652Z digest=sha256:d9d74b18a3caa901567abeb743bbdcdb84604b6065d9545a011b9bc43bcae732

Observation 57de7a40-3b52-4061-b176-54d71a447784 · outbound

This paper cites Dodge and L.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Dodge and L

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:41.563887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:38.666218Z digest=sha256:7046936243f0da9c701e9d20f1d61551fed7825e3e7aa3026b01dd1228fa0594

Observation f03404a7-7a80-4b0f-b997-728e9618677c · outbound

This paper cites Everingham, L.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Everingham, L

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:41.512100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:38.670288Z digest=sha256:649960882afed5467b4c23b9b4dec7215b693bef3f1a13de0db8441479d0bccb

Observation 474b1d1a-4e2f-4642-93f2-e9a2ac5db471 · outbound

This paper cites Everingham, A.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Everingham, A

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:41.495350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:38.674308Z digest=sha256:ba4b1df49f99277d21317608b771068f536ba67465c25b7dd5e9392931356d5d

Observation c7c19107-1575-4047-8da9-234c91e1d492 · outbound

This paper cites Faugeras.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Faugeras

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:41.470148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:38.678156Z digest=sha256:e20805cbb96cc23e0d639f1f737378012cb47db5698e10170b9a7f857b73266c

Observation bb71c6b2-378d-4876-9858-1131d90863e5 · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:41.450530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:38.682953Z digest=sha256:cb3762685adaf07b3bb7d791fa840f1aa043d233cad4b04e52b57b6f4711fc94

Observation 6c419aa3-8d6e-4bf6-9ec6-16635af94614 · outbound

This paper cites Geirhos, C.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Geirhos, C

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:41.430306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:38.689044Z digest=sha256:210365032405072f9cc1d02c0c4a2b93ff5d531817f406754974eaf6109e4d59

Observation f3281dc0-b8fb-492b-97ff-84c958ea5cab · outbound

This paper cites Girshick, J.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Girshick, J

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:41.412553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:38.694079Z digest=sha256:c48917942d5fdd5a0a2db15cbbcb5f843f45acc11f7b13582e0a8f83d9e7a47b

Observation 858e1900-06ee-46c8-a209-9adcb3fa519a · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:41.390412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:38.698771Z digest=sha256:ce8bb7172cc0856738326cb7001c9474ce001e21872d6b7c52e54e14a7556131

Observation 84e2b855-ca27-4f5e-b610-9e84e901d424 · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:41.244365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:38.706267Z digest=sha256:9a125e1a5ac01f8421b48e38b9ddf6da5d81d1c904df139059dcc6baeec24537

Observation 6009b63d-4b67-4f0a-84ca-afd26364f72d · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:41.214452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:38.709981Z digest=sha256:1e3a56d0efb6cc783cf44629cae938e4efb905c93585bcc665ca76649f990093

Observation b59a8658-b629-4cc8-8426-dcf3363d9139 · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:41.155231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:38.715857Z digest=sha256:c76c9ab9cd0465e952c6bd9c877143374a44e1961fe60bb16a82ed01fa39c5e7

Observation 2d4a6727-09d1-4aac-90f2-89be34fc91cb · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:41.143043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:38.720015Z digest=sha256:d0aea656f2763e679ed527d2391ebb2d6d0c0d2cd3ba21b3d06c044f6aa9826a

Observation d3657067-1034-464e-ab4d-d175e501a60b · outbound

This paper cites Kadir and M.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Kadir and M

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:41.129683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:38.723959Z digest=sha256:a34b55572e68b894aa0c49588b5eb556779343054dac5e06e3d2569fb85e85d7

Observation 016ab1f8-1346-4c75-98c5-04824edac465 · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:41.113379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:38.758260Z digest=sha256:5b64a397d3976ab6783f6c9a753220708a9faace07cab9d9c39c91f4e9f934e7

Observation be86474a-281f-46fe-8a92-684817d199f1 · outbound

This paper cites Krizhevsky, I.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Krizhevsky, I

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:41.099961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:38.808022Z digest=sha256:e07675d421708e61b87277d9ed5c4724b5890042f26c46d1c800fc927e581b1f

Observation 3ddfcd7e-b3a0-48ab-9e3b-1d67a0f67ab0 · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:41.087099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:38.840166Z digest=sha256:07ba0128e64857598f29d11e691bd2f16414cc5a22b9c06ea6c6bd3a12878c40

Observation 10c831b9-dac9-45ab-a724-2304bb9de7aa · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:41.074490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:38.884356Z digest=sha256:9761ca6bccc8a518c9ec49e0c56ed2f8251213ac25061a13898a6258c8453e81

Observation f6e1b0b6-8d05-421c-ba3f-69e80f2fff0d · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:40.798223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:38.986171Z digest=sha256:c9f6bf8f72b60866b4c3268708255c789d96757c1395ad753c90353d814a384b

Observation 992d163d-34b4-4b7d-8d4b-627bf35a8e1f · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:40.775259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:38.991550Z digest=sha256:a994a39c3fff41268ab2fdad75204459db1509ed287b452404b8add4a7a60d28

Observation 5765295c-8a23-4183-933b-490b3306d6ae · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:40.615785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:38.998767Z digest=sha256:d0ba5b23f9e16688f6c0976da2395240aa6f5f8f55f9316f520dd9b8423f1ca3

Observation 05ea9b79-716d-426c-8c74-c09b6f8bed3a · outbound

This paper cites Matas, O.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Matas, O

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:40.450105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:39.004927Z digest=sha256:21b7b6e43edf54d8164af5a9191247788f91519c65cdfb2ee6013a91f61f46fd

Observation e6b44d08-d35e-4ab4-9ab2-4945a5085076 · outbound

This paper cites Mikolajczyk and C.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Mikolajczyk and C

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:40.375523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:39.010278Z digest=sha256:20fe00dcd3ebe935128090529f75c7cf9598e2eaac5d2610e53a87751c4fa032

Observation 67b009ae-45de-483b-a49f-22421cfc9f6d · outbound

This paper cites Nickolls and W.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Nickolls and W

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:40.352370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:39.014978Z digest=sha256:248f999a449b13951a8055791969db7537be1ffbd61a9cc537a6cc8599fe9ba9

Observation bf487b44-4adc-43bf-a333-69c4bebaccc3 · outbound

This paper cites YOLOv3: An Incremental Improvement.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision YOLOv3: An Incremental Improvement

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-14T10:33:39.019667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T10:33:39.019667Z digest=sha256:59de4ab5f8a414a17ec4b7eec9f73ff72ec370780c54ed38c58dc56482dca348

Observation a0dc1bcd-fc24-4b9b-b672-0020e6f0df46 · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:40.327868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:39.026053Z digest=sha256:ce8258a5ff45e7f24f777968a5ffa2dd6d50674b7d60d6b5ca368581e9446c04

Observation 66c8946d-db10-4fd6-bd3b-fef4e8bdbd01 · outbound

This paper cites Fine-grained Recognition in the Noisy Wild: Sensitivity Analysis of Convolutional Neural Networks Approaches.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Fine-grained Recognition in the Noisy Wild: Sensitivity Analysis of Convolutional Neural Networks Approaches

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-14T10:33:39.030729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T10:33:39.030729Z digest=sha256:236253e80168ada6f8c38e38e165adeabed50dc09ddf57aff38e7763073de0a4

Observation bbbf13dc-b64d-4bc6-b312-1a4b6d0926db · outbound

This paper cites Rosenfeld.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Rosenfeld

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:40.216240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:39.036415Z digest=sha256:a4e5aff3ab24d5f0204b835652a02ebd5225d07b141934f65af98d7c00be0c60

Observation 1994b9c4-9491-4cdc-877d-67c335ef9d02 · outbound

This paper cites The Elephant in the Room.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision The Elephant in the Room

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-14T10:33:39.041500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T10:33:39.041500Z digest=sha256:7288921be2729d94d89ff583729c6518c024c9cd55693edf17a39ec9f57fad1a

Observation a0145c23-ff96-46df-b9ba-394225dff2ff · outbound

This paper cites Effects of Degradations on Deep Neural Network Architectures.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Effects of Degradations on Deep Neural Network Architectures

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-14T10:33:39.047426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T10:33:39.047426Z digest=sha256:164b7a36415d59f45576893cffd41e118e8f721dd87a6d21f4508251b2561e0b

Observation cd73fd32-c8d3-466d-86ab-16ca476b991f · outbound

This paper cites Russakovsky, J.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Russakovsky, J

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:40.023155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:39.053928Z digest=sha256:16ea7d9f336619c4af6c4200c7f02a117ee3d7be95ddaa3362369115139453b3

Observation 557d3293-3db7-47f5-9d1b-1d4aff13fa1f · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:39.999987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:39.059375Z digest=sha256:5f2647554854b6e99c6f123a26bf045758113d742c2ecfc85f1c064f289b3841

Observation 48446c22-3958-41c6-ad44-cfdd5bbcd498 · outbound

This paper cites Shapiro, editor.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Shapiro, editor

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:39.977393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:39.063915Z digest=sha256:a8ab14409f60e17e88482ef388a6487d17344d30117209878909014140df871f

Observation a5bb743e-1689-49d0-9510-f7508fc57054 · outbound

This paper cites Sirovich and M.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Sirovich and M

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:39.958701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:39.069317Z digest=sha256:a843ddf2c116459b915db1aac5fca2f97890bd3d44c0c33e8d803d66765259ef

Observation e8bfc3c3-b486-4b29-ac73-4068cd31bb0f · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:39.940832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:39.074426Z digest=sha256:69e3fed7fc9fbad457840d98cde15af70fbd94607a27df7b0b4d9bcd68f09e98

Observation 336882b4-c6ab-48e0-b9f3-f5e41422ab07 · outbound

This paper cites Szeliski.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Szeliski

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:39.875701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:39.109592Z digest=sha256:782c0a28bd17be3eff3868aa1b1e99acb85cac246bffcfd4febb92cf59ee0494

Observation aba528fd-899f-450c-bab8-da337f8605ac · outbound

This paper cites Tommasi, N.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Tommasi, N

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:39.816656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:39.184444Z digest=sha256:52d1e5d708b378e8f3aa3c7589ea293a05631cd42a27cb515c208b7ace219cca

Observation d33f1ab2-abd7-4274-83fc-d4b467b75b81 · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:39.768590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:39.245445Z digest=sha256:875b4f25125ba475dab6b689e53eabe7ee811bb8a7559f7523359cdcdcd16a8d

Observation 7c95885d-20d9-4e25-ab87-7ddf6b3fd6b2 · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:39.745656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:39.260288Z digest=sha256:15f4077ca78fa8063e285e4f157df54f63351d95d7ef6b964c568353ac682f59

Observation 97bba522-7955-4d53-990e-2899191c7220 · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:39.724943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:39.274346Z digest=sha256:3f78212a8beba32f92f5faac1f11ab34be2acc9fc1d1f2f692ffa3319b9b2f35

Observation a99a5972-13f7-4a5e-a3c0-255d2b5bf2a6 · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:39.674556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:39.281436Z digest=sha256:58641c23239df0c546b156ec880b36e102f89d3eec61410dab1e404a5c5db50c

Observation 7e6df1af-0032-437d-9cf5-5f6dbc507d22 · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:39.604539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:39.286956Z digest=sha256:c8e3f6d84042fb0fe9f7e6f134a1f5ed1cc34b5d14681bd01d5cbe12e6e9ace5

Observation 3db4c049-649c-404a-98ec-e228c01dceb1 · outbound

This paper cites Active Control of Camera Parameters for Object Detection Algorithms.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Active Control of Camera Parameters for Object Detection Algorithms

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-14T10:33:39.291622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T10:33:39.291622Z digest=sha256:fd57f8640ab0e5eb199a18c8c0d651760ab8e53a6b2f92fdf3b75c027bd6f1cb

Observation 817d5fff-5728-41ec-ba5c-48edba23d58f · outbound

This paper cites Wueller and R.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Wueller and R

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:39.528752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:39.297135Z digest=sha256:5ea893cd6c289a5a10cef24ca4ab68306a1426bc3d7d1fb672ba19f160814e19

Observation c9a443f3-f762-444d-ac18-9a1b7c5dfd34 · outbound

This paper cites Wueller and R.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Wueller and R

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:33:39.509846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:39.301446Z digest=sha256:ee43e461cef3bb1f3af199976d0ed796d4e32660065432b746a6c86e4f38e1f2

Observation aa4a3050-ea26-480c-a951-8da4ba590895 · outbound

This paper cites an unresolved cited work.

A Possible Reason for why Data-Driven Beats Theory-Driven Computer Vision Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:33:39.482757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T10:33:39.307207Z digest=sha256:e795f23d1e03bc62cff1d36b0a75510babf34d816084837dbcdca935c34faf0d

Pith citing papers

No inbound Pith citation observations are available.