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Paper Citation Record · LEDGER

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers

As of 13 August 2026, this Paper Citation Record lists 68 of 68 outbound references and 2 inbound Pith citation observations for arXiv:2412.04377.

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

pith.paper-citation-record.v1
2412.04377 v3

Coverage vector

measured 68 of 68 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T21:37:22.384571Z

measured 70 of 70 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T21:39:52.190888Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

68 of 68 outbound references displayed

  • verified exact1
  • verified fuzzy58
  • unresolved9
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

1
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation e1109f25-022f-46b2-83ca-41bf232cd896 · outbound

This paper cites Kempton, Petrus C.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Kempton, Petrus C

Reference 1

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 8e89759c-6dc9-4a78-86c8-6d462a88773d · outbound

This paper cites The area above the ordinal dominance graph and the area below the receiver operating character- istic graph.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers The area above the ordinal dominance graph and the area below the receiver operating character- istic graph

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:24.325143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 02f193d2-4b35-4164-aaaa-488cf0644439 · outbound

This paper cites Unachievable region in precision-recall space and its effect on empirical evaluation.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Unachievable region in precision-recall space and its effect on empirical evaluation

Reference 3

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verified fuzzy
raw_fallback, observed 2026-08-11T21:37:24.290474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation a5d8ae2e-04f9-4388-9f2c-8958b8542c54 · outbound

This paper cites Briggs and Russell Zaretzki.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Briggs and Russell Zaretzki

Reference 4

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raw_fallback, observed 2026-08-11T21:37:24.262866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:21.874550Z digest=sha256:9c17de80f566eeeb649d154d921103abddb686580e4b334e9ca28324d20207a1

Observation 0b54a515-fa37-4d3e-a764-ee35a251b5f8 · outbound

This paper cites an unresolved cited work.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Unresolved cited work

Reference 5

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unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:21.882205Z digest=sha256:d0ef9f679ae9528e204268c9fe811c4dc78b9cb316d3773539717fe0b89541c7

Observation aacb483c-51e9-4349-bcc6-5ef71db52e4f · outbound

This paper cites COCO- stuff: Thing and stuff classes in context.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers COCO- stuff: Thing and stuff classes in context

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:24.217861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:21.888979Z digest=sha256:a2425588f4c46d41ead1d8877ed45ec360863bd63e9adae799e5e5425e3d02a1

Observation bcf63f50-da3b-4955-8ad2-f7a68a193941 · outbound

This paper cites GCNet: Non-local networks meet squeeze-excitation networks and beyond.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers GCNet: Non-local networks meet squeeze-excitation networks and beyond

Reference 7

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raw_fallback, observed 2026-08-11T21:37:24.193953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:21.897386Z digest=sha256:1579714e9a6d1e5473cc4bf1f012aa818be449fcb70752ba7364deabf1498fe9

Observation ed088527-402a-49e8-b349-3200dd4baf88 · outbound

This paper cites Carrington, Douglas G.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Carrington, Douglas G

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:21.904112Z digest=sha256:67667d43dede4d254aa60e787d34ba8f0df8c646be611c5570c327464c791e53

Observation b6f412c2-8965-4d18-b97b-605dd58c3448 · outbound

This paper cites Rethinking Atrous Convolution for Semantic Image Segmentation.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Rethinking Atrous Convolution for Semantic Image Segmentation

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-11T21:37:21.911841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T21:37:21.911841Z digest=sha256:f50939272218c05ca58f39f1fac74d2f2563aae324bf0adc0ff336df44d95c0f

Observation 33d23cc6-b3b5-4347-9ef4-5247e1b646a8 · outbound

This paper cites Encoder-decoder with atrous separable convolution for semantic image segmentation.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Encoder-decoder with atrous separable convolution for semantic image segmentation

Reference 10

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raw_fallback, observed 2026-08-11T21:37:24.148478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:21.919647Z digest=sha256:332e75c0cd199f9056bc85ad78bb73c650cc22d2302db6a012015251d0c809b7

Observation 57b074e9-f410-48de-a8a6-2877c0dab93f · outbound

This paper cites Schwing, and Alexander Kir- illov.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Schwing, and Alexander Kir- illov

Reference 11

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:21.927130Z digest=sha256:a7791daba046f47077370a151e00acd305c4bb6c0718bd7a86b2becfaa0c534c

Observation 820112dd-3c70-4c02-879f-e50ecf1e0e99 · outbound

This paper cites Schwing, Alexan- der Kirillov, and Rohit Girdhar.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Schwing, Alexan- der Kirillov, and Rohit Girdhar

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:24.094813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:21.934085Z digest=sha256:2f7679d7222b13e66ff470241240a26c60e3b719cf7d6798ed167ec3258c2bde

Observation ac3fd117-70b1-4b37-8540-332df5504f65 · outbound

This paper cites MMSegmentation: OpenMMLab semantic segmentation toolbox and benchmark.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers MMSegmentation: OpenMMLab semantic segmentation toolbox and benchmark

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:24.069548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:21.939716Z digest=sha256:f513189db2e6fab89b6b088cb7797a49f3e146df699c7590d5b4a00a4d9a32cb

Observation 71812af3-858c-4d9e-88d1-fa9215e28466 · outbound

This paper cites The cityscapes dataset for semantic urban scene understanding.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers The cityscapes dataset for semantic urban scene understanding

Reference 14

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verified fuzzy
raw_fallback, observed 2026-08-11T21:37:24.047866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:21.946510Z digest=sha256:6746b97d2ee9c307d745811dfc2d3af38f380314750a4b8eb693964661c7d2a0

Observation 2e061afc-a7a2-457c-abe7-ff82347f72ef · outbound

This paper cites The relationship between precision-recall and ROC curves.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers The relationship between precision-recall and ROC curves

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:24.022523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:21.954185Z digest=sha256:53ae01fab4c9ccc070c3060761393b3d56a0370ac9c1433240104873421e9845

Observation 3729cf35-e6f1-45d0-aad9-ee633aad84fc · outbound

This paper cites an unresolved cited work.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-11T21:37:23.996310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:21.961221Z digest=sha256:5d573f8a94a35508f450214dfe3caaa9898358a75b3463f65e54b8b0009f1c5f

Observation d722d959-6076-4891-ba11-1f03736ad201 · outbound

This paper cites Rethinking BiSeNet for real-time semantic segmentation.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Rethinking BiSeNet for real-time semantic segmentation

Reference 17

Resolution
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raw_fallback, observed 2026-08-11T21:37:23.967287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:21.968240Z digest=sha256:f8568a380aa30ab06fde7c577a9b62d0b7ddfa0b188217e171807a91a71bd310

Observation 65c2eddf-7f5b-46d5-a362-25a5c9e181d5 · outbound

This paper cites ROC graphs: Notes and practical considera- tions for researchers.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers ROC graphs: Notes and practical considera- tions for researchers

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.944568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:21.975283Z digest=sha256:8444e75e8d10a8a9dee35f504443263be57ddfeedc4723a46821036c87dbffc7

Observation eb310f06-a962-4b31-a218-f33ebb921b6e · outbound

This paper cites An introduction to ROC analysis.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers An introduction to ROC analysis

Reference 19

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:21.980730Z digest=sha256:96382d7aa357d70f75f49ba4b1dc8178267f6c0ddd5e3e4729bc38e25c2c0172

Observation 9261e749-8be6-479e-b3b3-c743ebe5aa4c · outbound

This paper cites The geometry of ROC space: Understanding machine learning metrics through ROC isometrics.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers The geometry of ROC space: Understanding machine learning metrics through ROC isometrics

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.889972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:21.987131Z digest=sha256:e4353a098896eecdeb33a5f4dda2af7f3d939dea003b5b11e0f2144c352f0d27

Observation 33f65cb8-15b1-447d-a4ae-04586b85ae21 · outbound

This paper cites Dual attention network for scene segmentation.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Dual attention network for scene segmentation

Reference 21

Resolution
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raw_fallback, observed 2026-08-11T21:37:23.864044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:21.995844Z digest=sha256:6781c95a1c223798b2a51432d394e09df5b24a9e6c975fa108ebab6522e99ed7

Observation 77965e81-7c5c-40c4-9b1c-b6d0e131f3b8 · outbound

This paper cites Dynamic multi- scale filters for semantic segmentation.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Dynamic multi- scale filters for semantic segmentation

Reference 22

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raw_fallback, observed 2026-08-11T21:37:23.845547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.001547Z digest=sha256:3b2b21f1682da5895543d99b0e21827dcfd7aba3a592f2825bf98d52cb707ff6

Observation 13a7e24c-9545-41ab-a059-6743f99aeff1 · outbound

This paper cites Adaptive pyramid context network for seman- tic segmentation.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Adaptive pyramid context network for seman- tic segmentation

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.826953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.010168Z digest=sha256:0d1ac05ef8069be99d9c0401a8300e6c8ccc061b6df4fc4d5b649de247efda91

Observation dbf24884-0ec1-4305-8476-e4e0a975a27a · outbound

This paper cites Interlaced Sparse Self-Attention for Semantic Segmentation.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Interlaced Sparse Self-Attention for Semantic Segmentation

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-11T21:37:22.021032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T21:37:22.021032Z digest=sha256:e9611ccc9f40049e14d369780258907e5617316bfd74ccb992d5e08e72de9c3b

Observation 649282b1-a45d-44d5-938c-77d3b856ae90 · outbound

This paper cites CCNet: Criss-cross attention for semantic segmentation.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers CCNet: Criss-cross attention for semantic segmentation

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.807305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation f547c5b6-e6df-4856-a5e8-362618c9f653 · outbound

This paper cites Population and Empirical PR Curves for Assessment of Ranking Algorithms.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Population and Empirical PR Curves for Assessment of Ranking Algorithms

Reference 26

Resolution
verified exact
local_arxiv, observed 2026-08-11T21:37:22.575897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.037444Z digest=sha256:c5b49555af3349e1359b2229c51ea3cce56be5e28ed03d03183f1ff64eb6a234

Observation 815946bd-01ee-4486-a4cd-212764a6e638 · outbound

This paper cites Panoptic segmentation.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Panoptic segmentation

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.780367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 5b6f8fc2-5441-4638-86b1-74dc6d0499a7 · outbound

This paper cites PointRend: Image segmentation as rendering.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers PointRend: Image segmentation as rendering

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.755454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.054176Z digest=sha256:6384d50113e25b11251718bec7b7ae4efa5122764c62839c41b77dfae38afbef

Observation 9ba62669-a465-46b7-a01a-e22935c13953 · outbound

This paper cites Expectation-maximization attention net- works for semantic segmentation.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Expectation-maximization attention net- works for semantic segmentation

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.736300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.060133Z digest=sha256:70dfe3d2ca41b088a70d2268aa0eb804f420b3aa2941a5c1e70f277dae11cdee

Observation e85ecf64-c3ed-4797-b6d8-7edea63747cf · outbound

This paper cites Shah, and Aarti Singh.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Shah, and Aarti Singh

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.713606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.070234Z digest=sha256:e44e972dc3f8336dfefc082574ac7b381307347faa3a0e0660f4f94c208ce5b5

Observation 13f80ee4-f729-475e-b97e-248efd0b5212 · outbound

This paper cites Fully convolutional networks for semantic segmentation.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Fully convolutional networks for semantic segmentation

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.689446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.077308Z digest=sha256:36556d940206d2e32980a4bcc4751f0102df585e4bfad4c4f4b8651d60d313f4

Observation 41843a55-ad4b-4c16-8053-57e6db93ee2c · outbound

This paper cites On the statistical consistency of algo- rithms for binary classification under class imbalance.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers On the statistical consistency of algo- rithms for binary classification under class imbalance

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.661060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.087934Z digest=sha256:e73f82043c0a00f5de4984d081fba9ba6502ca34aa7eed1da1fc91d3f926c8fb

Observation 25a369aa-3aed-4933-97b9-c0e85ced345a · outbound

This paper cites Receiver operating characteristic curve: overview and practical use for clinicians.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Receiver operating characteristic curve: overview and practical use for clinicians

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.641156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.094585Z digest=sha256:797a6487f7c14a676738df56ddf620b11fccba93dae73edebae6faddbcbeb269

Observation 8f8c2994-d203-4ba1-a21a-426dca603aae · outbound

This paper cites How trustwor- thy are performance evaluations for basic vision tasks?IEEE Trans.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers How trustwor- thy are performance evaluations for basic vision tasks?IEEE Trans

Reference 34

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verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.623460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.100704Z digest=sha256:e6ff17f510d2a6eae60ee2ec6f57571582d656f6b602a0aaf055d4d039ce9cf6

Observation f8a24274-9948-46bb-919e-f4ae82fdeb28 · outbound

This paper cites Summa- rizing the performances of a background subtraction algo- rithm measured on several videos.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Summa- rizing the performances of a background subtraction algo- rithm measured on several videos

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.599892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.107202Z digest=sha256:0f89a3c7319e0af3683747066a37249553ea91b38a6333983b914f57bb58cf9c

Observation bfa0b0e3-3704-4026-b886-379f861fa46c · outbound

This paper cites The Tile: A 2D Map of Ranking Scores for Two-Class Classification.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers The Tile: A 2D Map of Ranking Scores for Two-Class Classification

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-11T21:37:22.114213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T21:37:22.114213Z digest=sha256:e33e060d34769e67d4e3646379dc24900a139f2ffac95d668b4969ab42d16519

Observation 3f3b0ae2-8bcc-46a9-939a-dfe1e4ff1351 · outbound

This paper cites Foundations of the theory of performance-based ranking.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Foundations of the theory of performance-based ranking

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.578266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.120481Z digest=sha256:22cb1546d8e080deb2303ed4f40584bebb1d03e741a65d81a329a83c52aaf2b3

Observation 9101f28a-5776-4bda-83e6-229f78118b2f · outbound

This paper cites Fast-SCNN: Fast Semantic Segmentation Network.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Fast-SCNN: Fast Semantic Segmentation Network

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-11T21:37:22.127947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T21:37:22.127947Z digest=sha256:094981f42979389076b4cf2ba8054ace99427a3e5c92659cf07b67793d828b93

Observation 40c97117-57ef-4f36-b7f7-245884eba2bc · outbound

This paper cites Evaluation: from precision, re- call and F-measure to ROC, informedness, markedness & correlation.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Evaluation: from precision, re- call and F-measure to ROC, informedness, markedness & correlation

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.553365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.134864Z digest=sha256:173d26b21a96db1be16cddecaae8e493b2c533d5e23c28705e73e0e52a963fae

Observation a92ad458-b693-4a0d-bdce-cbbb671a9c65 · outbound

This paper cites Vi- sion transformers for dense prediction.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Vi- sion transformers for dense prediction

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.533539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.147489Z digest=sha256:f4e2d44d95072038a043fe56391892ead28afd6a6a3571f0bb741bd5fc442519

Observation e6b6017d-a490-4a62-9d81-d148c5bc4dd6 · outbound

This paper cites Alvarez, Luis M.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Alvarez, Luis M

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.510630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.158887Z digest=sha256:de8e2844c0567700fe31ce5f16f98adbd50196d9bf080efbd73c3d79c8ec7e57

Observation 36f4c2f9-d9c5-4b01-bf29-51ce25d2d106 · outbound

This paper cites Fully convolutional networks for semantic segmentation.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Fully convolutional networks for semantic segmentation

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.489264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.166298Z digest=sha256:bfbe5e6205f907d4eb7af68a077613b0666c085442335581410d1eeda61a07fd

Observation 19a9433c-d23b-494d-bddd-c4445cd3fca7 · outbound

This paper cites A systematic analysis of performance measures for classification tasks.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers A systematic analysis of performance measures for classification tasks

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.461029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.174321Z digest=sha256:beb531d865e1633f04cdcf59804680a177b323936a392fb990e47602e3562aec

Observation 8a4bb459-50cd-4a82-9e51-ff1bdbf6f07b · outbound

This paper cites Segmenter: Transformer for semantic segmenta- tion.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Segmenter: Transformer for semantic segmenta- tion

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.438493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.183417Z digest=sha256:7ee7bd86441cf5a51e22300f627c62359c165cb7aea5c16514e56f9e367dffe5

Observation f3a16f5f-c241-4f08-8735-797f4d2b771c · outbound

This paper cites Classification assessment methods.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Classification assessment methods

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.410354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.190595Z digest=sha256:29139fc415b416b685f8211f1382d62cd36c1c1a5d5dae71493ecd2ee8ed29d3

Observation b5b44ebc-3c15-4c34-b066-c8f072c18dd2 · outbound

This paper cites Non-local neural networks.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Non-local neural networks

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.384413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.203119Z digest=sha256:1ccebe7846e97a0b88751ac660bede15ee1b79751a314b23c491ad1e84aec3e2

Observation f92af698-fee8-45a9-9384-abd185f46063 · outbound

This paper cites FastFCN: Rethinking Dilated Convolution in the Backbone for Semantic Segmentation.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers FastFCN: Rethinking Dilated Convolution in the Backbone for Semantic Segmentation

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-11T21:37:22.211729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T21:37:22.211729Z digest=sha256:165a8388e81b03675bbce38b1c507e3a86cd10530820a31332b36712e5f68453

Observation c45dac0c-f9dc-4293-9ae6-b7008c1472d0 · outbound

This paper cites CGNet: A light-weight context guided network for semantic segmentation.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers CGNet: A light-weight context guided network for semantic segmentation

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.345189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.220943Z digest=sha256:f6deb07bb219043847dc851931dd556ea57a38635bde422388316b7ecfd66a4f

Observation 020198d1-2669-4278-8532-88009d772060 · outbound

This paper cites Unified perceptual parsing for scene understand- ing.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Unified perceptual parsing for scene understand- ing

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.316540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.228026Z digest=sha256:b7181327e70255969210caf79434267c23fdee3a6b7e35543262600693b5fe25

Observation 9f5ccca4-929e-4cfa-94e7-645f632ed1f3 · outbound

This paper cites Alvarez, and Ping Luo.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Alvarez, and Ping Luo

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.281391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.235726Z digest=sha256:1f56efd5bef8fad816ded5454ebee4ea8fac6c0ceb5b1ba0440ea8c5ab7bec33

Observation fb1d552c-96dd-4362-ad2f-5849d88a91aa · outbound

This paper cites Side adapter network for open-vocabulary seman- tic segmentation.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Side adapter network for open-vocabulary seman- tic segmentation

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.250588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.245127Z digest=sha256:7fef5417bd9bc65647807c331ffd7bcad3921967692043af8749d66cc77bc2f0

Observation d35a31ab-414f-4992-8844-0ae6cc20b7d6 · outbound

This paper cites Disentangled non-local neural networks.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Disentangled non-local neural networks

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.228765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.254098Z digest=sha256:8fdbf130d2e2beafeb322d4504a426b53babe2cb1a8eeb984998e8c73907c5bc

Observation 5d8f2fd0-0d80-49f9-a553-b39ea2404d20 · outbound

This paper cites BiSeNet: Bilateral segmentation network for real-time semantic segmentation.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers BiSeNet: Bilateral segmentation network for real-time semantic segmentation

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.156066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.269726Z digest=sha256:0f495a6080296984fd158629025f2d7b04476e4fc5b1c2147a332a84484a7a84

Observation f71d7643-fb8b-4a43-97b4-924873684b61 · outbound

This paper cites BiSeNet V2: Bilateral net- work with guided aggregation for real-time semantic seg- mentation.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers BiSeNet V2: Bilateral net- work with guided aggregation for real-time semantic seg- mentation

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.120630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.280130Z digest=sha256:f86af6d96994dabdcae11c1d6638169f1c05a1a1ab634b98881099a66a92c1c9

Observation 5ae84735-9473-447b-b395-a832035a9e4f · outbound

This paper cites BDD100K: A diverse driving dataset for hetero- geneous multitask learning.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers BDD100K: A diverse driving dataset for hetero- geneous multitask learning

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.084796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.288405Z digest=sha256:c4982aa0bee2b63e9972b67f2fa3fd77aef7f86d370533a84802cf17fb538d6c

Observation a20de8b7-eb3a-49d3-8e9c-1d1776bf03d3 · outbound

This paper cites Object- contextual representations for semantic segmentation.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Object- contextual representations for semantic segmentation

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.049875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.295716Z digest=sha256:843a3c965ec7ea2e9019870659d8e5bbd79f02d2bea3a9975903709b5c160afc

Observation c4904209-a142-486f-b8c5-c12f7ec65bc1 · outbound

This paper cites Con- text encoding for semantic segmentation.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Con- text encoding for semantic segmentation

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.019089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.302432Z digest=sha256:31ac6ab55ae7b19bdddb45b2e5e01c16237e74b971fd8741090b2e4f153ff88c

Observation 49503752-fb5f-4748-ab3d-8292697d9a25 · outbound

This paper cites K-Net: Towards unified image segmentation.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers K-Net: Towards unified image segmentation

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:22.992045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.309535Z digest=sha256:a727da5207671fce550b8b179b920d0e84588365874078a4d99304f290935141

Observation c0eca277-5bfd-4ea0-acac-9e9aeb0a1115 · outbound

This paper cites Pyramid scene parsing network.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Pyramid scene parsing network

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:22.963999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.317935Z digest=sha256:80dfe0cb5b51fbc0fc4565215c521bb09e6c6e73b148a65e3c3f762dd7cf1d73

Observation 6f4d8d13-6aa1-4a7b-9453-296b91df9e5d · outbound

This paper cites ICNet for real-time semantic segmenta- tion on high-resolution images.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers ICNet for real-time semantic segmenta- tion on high-resolution images

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:22.938071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.329761Z digest=sha256:8ce630f5e1777695382f0d8957bcfdb394813ab368242560eb36353b1979d35d

Observation e06026e8-c075-4ef8-84d5-f5414e2e599e · outbound

This paper cites PSANet: Point- wise spatial attention network for scene parsing.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers PSANet: Point- wise spatial attention network for scene parsing

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:22.884025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.337991Z digest=sha256:fb80b58e66ae028e9a8be093772b72697d4f07f63a973158983b0d2985fc4c00

Observation 489294fc-4912-4c1b-b316-c831b67fe95e · outbound

This paper cites Torr, and Li Zhang.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Torr, and Li Zhang

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:22.851254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.343454Z digest=sha256:10a048efcc749cab1e217e856b963ee22fcec55d0ae81c9a85f7ee60b42fea48

Observation 1c86a819-2a24-4be7-8ffe-66f860e5c95f · outbound

This paper cites Scene parsing through ADE20K dataset.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Scene parsing through ADE20K dataset

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:22.811542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.349222Z digest=sha256:3a9aaccf23812ffcf0ef35ad21ff4e87947206cb32f03236324e4bd2d68bce64

Observation c1563179-1a01-436d-932e-ac95cddd540b · outbound

This paper cites Asymmetric non-local neural networks for semantic segmentation.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Asymmetric non-local neural networks for semantic segmentation

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:22.779743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.355706Z digest=sha256:11f43316ed38265027a746b783445685947ad43b6b008a134bb8b28a38ba32ec

Observation 4dad0600-6f9a-4c8e-b0a4-1162adcd9769 · outbound

This paper cites an unresolved cited work.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-08-11T21:37:22.739765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.362279Z digest=sha256:6c04d5d26fd89e28540a6ec6f24252f4737abc3f17d5bb48eef83d451d3c2841

Observation c1ef577c-f639-4c48-846f-38bb6490e44b · outbound

This paper cites the harmonic mean) and horizontally with f : x 7→ (1 − x)−1 [36].

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers the harmonic mean) and horizontally with f : x 7→ (1 − x)−1 [36]

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:22.707405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.370981Z digest=sha256:d889ce6b7b6be4b608d51e969f29b696d98a0137fac873bc757dba592eb06c3f

Observation 7ef239b3-a6b1-4357-945c-de02651f87f2 · outbound

This paper cites an unresolved cited work.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-08-11T21:37:22.680412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.384571Z digest=sha256:0be0e35ddc88374cbcbb905faffdac7393824de82dacab49b16eef0ecbcd0f60

Observation d9553a69-f4d2-4694-99a2-09dc6b93cee9 · outbound

This paper cites Publ., 2020.

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers Publ., 2020

Reference 207

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T21:37:23.189623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T21:37:22.261613Z digest=sha256:ab199f56af1f5d45bb8f5348fe5d7d4a666f2633b9682b3f262620c13c157458

Pith citing papers

Observation b9b43ba5-748c-4cae-a062-abac984c4ad5 · inbound

The Tile: A 2D Map of Ranking Scores for Two-Class Classification cites this paper.

The Tile: A 2D Map of Ranking Scores for Two-Class Classification A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-11T21:39:52.190888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T21:39:52.190888Z digest=sha256:146612f9f93c00b3d606d89521ef2fd8369e3209850626c7e8173a878bd9ecac

Observation 8b2588a3-6366-490e-b51e-fcf5ffb67a75 · inbound

Event Detection in Videos: A Framework for the Development of New Methods cites this paper.

Event Detection in Videos: A Framework for the Development of New Methods A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers

Reference 39

Resolution
verified exact
local_arxiv, observed 2026-07-11T19:48:13.247650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-07-11T19:41:15.784575Z digest=sha256:37cbb91c4b7d8487e1a5aaf371d9320fb4589502423386795a2b075f2b2928d0