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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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:38.625883Z digest=sha256:6d8cc9700c4e8ead97f046e4c7dbe464d64020fba33ad58200ab17b1d34c6378

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:38.631480Z digest=sha256:b2c371547fb7c57a7bc90d041223bfc20fb796364c55e8e0ea20bccfdd45f619

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:38.645930Z digest=sha256:e3fab7180568a6835ec1cb0f73874bc72eb35ef4a82eeeb089c62655a5bd608d

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:38.650500Z digest=sha256:c78c38c8c2d6ff19cd8bd1bb92eb565916e03297b2312dd480430a10c0f4ad0e

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:38.655702Z digest=sha256:4281764fb7b2e60e55f52a6fa0f110acc6ba98116a07d6df9a78487c085d7dc1

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:38.666218Z digest=sha256:189a71a680ebb2b1c77fe21b852185898d8779a7a46a23732d3e65a2e7dcdbb3

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:38.670288Z digest=sha256:c953ea40251a3998869ba446fb6c7ca2a72ae319f5e2e253c5bc5ccf773d52c9

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:38.674308Z digest=sha256:e8a22bb7ef0876aa48f32c605e8ff4fb9ad9b726fb21a467e931ca053ea28b2f

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:38.678156Z digest=sha256:0ffd22b5e5f611958dcfd62b47f1be7e16781592a5d689f15785c76046caed01

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:38.682953Z digest=sha256:2d7e4f0603d8f9382a8da2dbea459b9184e7e8914d250e3134214a2e7c663c4c

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:38.689044Z digest=sha256:116f94b6351787538c74c88efdab3bde51c34c09a2a43d3d0f83c33beaee683c

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:38.694079Z digest=sha256:76ef70df7e0d3f70eddc496757058323249586bde4e8f9875300a915add81058

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:38.698771Z digest=sha256:d9c403d56ae2af6e4b554d9b6fd60bf3dd8e33cff58aa2d45741c792b54cb34e

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:38.706267Z digest=sha256:6bc0859c7b256daac7644d9d14398aa5c1f9d45a6055a162a055ac8c5523db66

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:38.709981Z digest=sha256:8d26e3e84fc31f70b6447dc9dd88b74ce54990173f62395fde861c1d69f7d908

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:38.715857Z digest=sha256:db0595e701fa88dbf5e24ce0439bff032f4ce83ee783398d8c22a71e7d0fa515

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:38.720015Z digest=sha256:067e16f52d5219b324326e60d461f8a01553a0cb3790c5c02a345d1357ab5f37

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:38.723959Z digest=sha256:135de7a56a1eee58623e2572faa35253e5bc2b251a561ded1c0b0d9db7d5f4e5

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:38.758260Z digest=sha256:7e82275f6f34ec802ee332cb45ec0e342e989c2a0ffe67105d6139f6ca588357

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:38.808022Z digest=sha256:c23059a66b397a8c9d210f811678cd722536c1a0cd7f0a6da5cc3a9240332e8a

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:38.840166Z digest=sha256:e53bec2cee88dad9f13873c0e675ef0e02a83b90b7131bb3b86f9a403c167112

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:38.884356Z digest=sha256:f09832c2c6e593b6ac48e7248d82b7665920f6d125bd107c8dcbe0b48af94936

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:38.986171Z digest=sha256:6b1abff484e8c8dc3068f51a5efd1fd1578893e8ef168fe701bc7657e98eedad

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:38.991550Z digest=sha256:7614c3e20d1335e69e2fbf0d7140092c1483a2a6448f52099096c99f94aeefcb

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:38.998767Z digest=sha256:9c098d5b8073d1dd5d59f0970895134ed99eb1f31006c45442ce775d0743668e

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:39.004927Z digest=sha256:cde0069ee6b34fa50f6b830ed6557148af4492e4a9094789fa8d00a3bb2c91f8

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:39.010278Z digest=sha256:4601cf33b7f610d31e1485924adba03db1e59de01ef88270a82f0b90c16fd7e8

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:39.014978Z digest=sha256:5b2cac244b32c1c010cbafce78dd85ff459aa81b81bc06bb2150d81e551f791c

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:39.026053Z digest=sha256:6dcd20287bc3d7ed8fdbcd1136dde64a50aa8565a95af95f9827990d3a9febef

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:39.036415Z digest=sha256:ce53203e7361f8c0c72a90c91c6e1a9f5855f8104531c423e1799f7a62646216

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:39.053928Z digest=sha256:463e3f6ac9e8c04ba9a1f6caf3067ecc85f9492c8375a5f61e9c27194a5c239a

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:39.059375Z digest=sha256:66e6c88b03aa28da5a7aea49c584f858f7cfe655caf20762d442e563dfa26676

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:39.063915Z digest=sha256:ece2fcdbee9b2114e941e4021a694e8f97870f5c03f82c445505872ceda5e255

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:39.069317Z digest=sha256:552c5aa0ded5ef22c4a13c4a116010b87b8463628a7b21ee80ac069f078e9b71

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:39.074426Z digest=sha256:1e6baa2829750798e0f34c7b62505727d491f6f95390d674a055b0d3535ecf7b

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:39.109592Z digest=sha256:9d365e7acf894eb6b3b7b0ae6bb316df52f54e2b39cb06c2bf7a3c12788467be

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:39.184444Z digest=sha256:f3020a5181a8c01fc5eee4442dc96d1b4e45fb3233fc2c179a8b0a5d1c5a5da6

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:39.245445Z digest=sha256:ab4a3336d11737d764d9243ff17b2d83aa001dd00101f46a743b7e0eeaa586f5

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:39.260288Z digest=sha256:512433e8d1aefa0a15581e51992c7c09515672cde94bacf6d2a1b2ae45116530

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:39.274346Z digest=sha256:9ca2e9f7a2c5e232767de8900a965858a3a1b27c1f9bdba014fe11196671a574

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:39.281436Z digest=sha256:98e06733ffd5c0635508960c4889e05010df545148cf46148f66a2d9d9508fdb

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:39.286956Z digest=sha256:b9aceab0d6b5c5fcbb8c5252e02ff94a14b066f73da486c2170bdf02827bf47b

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:39.297135Z digest=sha256:5c3c067da35f08a69c4fcfc9486a0e7b8f3821bf1eeb5ba99c3835f67828b518

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:39.301446Z digest=sha256:fb571b54a47fd69d78db3e84c450e26bb6adf65e0a87fc0215a865bc99305ead

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-14T10:33:39.307207Z digest=sha256:72e1dc5afe1daf917294b95448c53d35d056af76245d5e47418800b3bae24257

Pith citing papers

No inbound Pith citation observations are available.