Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T21:42:13.155651Z
Paper Citation Record · LEDGER
As of 20 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 3 inbound Pith citation observations for arXiv:2412.04234.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T21:42:13.155651Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-15T23:03:25.806273Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T10:19:47.841177Z
50 of 50 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 9a228b1b-3d80-443e-acf9-473f20665d1c · outbound
DEIM: DETR with Improved Matching for Fast Convergence Yolov4: Optimal speed and accuracy of object detection
Reference 1
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.
Observation caa34c83-0b12-4102-ada1-fe9464227579 · outbound
DEIM: DETR with Improved Matching for Fast Convergence Align-detr: Improving detr with sim- ple iou-aware bce loss
Reference 2
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.
Observation 76c96035-865b-4906-893e-b57e6eb4f256 · outbound
DEIM: DETR with Improved Matching for Fast Convergence End-to- end object detection with transformers
Reference 3
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.
Observation 9b3cbd46-a9a0-477b-b5d8-ce90936f6e5d · outbound
DEIM: DETR with Improved Matching for Fast Convergence Group detr: Fast detr training with group-wise one-to-many assignment
Reference 4
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.
Observation fcc07c2b-a7a0-4b6d-b46b-e457fb35453b · outbound
DEIM: DETR with Improved Matching for Fast Convergence Monocular 3d object de- tection for autonomous driving
Reference 5
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.
Observation 453993c9-ebc8-40be-9372-f73ec22bc96c · outbound
DEIM: DETR with Improved Matching for Fast Convergence Multi-view 3d object detection network for autonomous driving
Reference 6
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.
Observation abfa6ec1-0ce5-486c-a530-77d7e1792a1b · outbound
DEIM: DETR with Improved Matching for Fast Convergence Dynamic detr: End-to- end object detection with dynamic attention
Reference 7
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.
Observation 21acddf1-8368-401c-87d1-daa37449f6ab · outbound
DEIM: DETR with Improved Matching for Fast Convergence Imagenet: A large-scale hierarchical image database
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e36e331d-9159-4aea-9cb3-3b3d5518ad57 · outbound
DEIM: DETR with Improved Matching for Fast Convergence Object detection and tracking for autonomous navigation in dynamic environments
Reference 9
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.
Observation b4d61757-a038-460a-96ac-904c505c1ff3 · outbound
DEIM: DETR with Improved Matching for Fast Convergence Tood: Task-aligned one-stage object de- tection
Reference 10
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.
Observation 545a5155-490e-46d7-9e7e-d8d960f7552b · outbound
DEIM: DETR with Improved Matching for Fast Convergence Fast convergence of detr with spatially modulated co-attention
Reference 11
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.
Observation dc586bfe-4225-45e6-8920-17557430aa0b · outbound
DEIM: DETR with Improved Matching for Fast Convergence Unresolved cited work
Reference 12
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.
Observation 2fa9a651-6407-4c72-aab9-c8ff05341ca9 · outbound
DEIM: DETR with Improved Matching for Fast Convergence Unresolved cited work
Reference 13
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.
Observation 7045f4bf-b7a4-409a-8dd1-8bef854f44eb · outbound
DEIM: DETR with Improved Matching for Fast Convergence Deep residual learning for image recognition
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a2fa0862-687b-4a39-8cf9-e14c11a7df8f · outbound
DEIM: DETR with Improved Matching for Fast Convergence Detrs with hybrid matching
Reference 15
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.
Observation 1ec0d22a-a4e9-49f6-8b4a-47d386e8445f · outbound
DEIM: DETR with Improved Matching for Fast Convergence The hungarian method for the assignment problem
Reference 16
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.
Observation 38dfab10-c613-453d-bbe6-857a4b0167f6 · outbound
DEIM: DETR with Improved Matching for Fast Convergence Lite detr: An interleaved multi-scale encoder for efficient detr
Reference 17
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.
Observation e4b00882-0eb9-4db0-a54c-643ccc7393cf · outbound
DEIM: DETR with Improved Matching for Fast Convergence Dn-detr: Accelerate detr training by intro- ducing query denoising
Reference 18
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.
Observation 374719f2-90dd-459d-b334-91fd2d328dd7 · outbound
DEIM: DETR with Improved Matching for Fast Convergence Focal loss for dense object detection
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1379c296-9b19-44c5-abb8-5131d6138d90 · outbound
DEIM: DETR with Improved Matching for Fast Convergence Microsoft coco: Common objects in context
Reference 20
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.
Observation a821092a-3737-46d5-b9a2-25fb6d3f05a2 · outbound
DEIM: DETR with Improved Matching for Fast Convergence Dab-detr: Dynamic an- chor boxes are better queries for detr
Reference 21
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.
Observation fe2a31e6-77eb-4774-93f9-f2637b8d9623 · outbound
DEIM: DETR with Improved Matching for Fast Convergence Detection transformer with stable matching
Reference 22
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.
Observation 4aaeec99-574e-447e-b8e1-224a8d74952f · outbound
DEIM: DETR with Improved Matching for Fast Convergence Decoupled weight decay regularization
Reference 23
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.
Observation 2a8095d2-a902-40b3-ac4c-b09eff47e2cd · outbound
DEIM: DETR with Improved Matching for Fast Convergence Rt-detrv2: Improved base- line with bag-of-freebies for real-time detection transformer
Reference 24
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.
Observation 29fa968d-adbf-4116-bc53-1d645a7ddc62 · outbound
DEIM: DETR with Improved Matching for Fast Convergence Rtmdet: An empirical study of designing real-time object detectors
Reference 25
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.
Observation cd5a9de1-2b7c-4d61-916b-f8bd5c002afc · outbound
DEIM: DETR with Improved Matching for Fast Convergence Conditional detr for fast training convergence
Reference 26
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.
Observation e977c400-1619-4e69-b4ac-7b2e16aea074 · outbound
DEIM: DETR with Improved Matching for Fast Convergence D-fine: Redefine regression task in detrs as fine-grained distribution refinement
Reference 27
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.
Observation 885769a9-a650-45fd-8936-bde700747995 · outbound
DEIM: DETR with Improved Matching for Fast Convergence You only look once: Unified, real-time object detection
Reference 28
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.
Observation e88e481e-1d3b-44fd-94cd-54b03899c2dc · outbound
DEIM: DETR with Improved Matching for Fast Convergence Faster r-cnn: Towards real-time object detection with region proposal networks
Reference 29
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.
Observation 120cc65a-8c48-4b32-a000-a1038dfa38b8 · outbound
DEIM: DETR with Improved Matching for Fast Convergence Crowdhuman: A benchmark for detecting human in a crowd
Reference 30
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.
Observation 5290a068-9e1a-45a0-8d8e-5613697844cf · outbound
DEIM: DETR with Improved Matching for Fast Convergence Fully convolutional one-stage 3d object detection on lidar range images
Reference 31
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.
Observation 07cd1829-1bc3-4ce9-8858-d3a8702a8d54 · outbound
DEIM: DETR with Improved Matching for Fast Convergence Yolov10: Real-time end-to- end object detection
Reference 32
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.
Observation f80f9ab2-1f6b-4d6d-a3c9-dc9d41c80319 · outbound
DEIM: DETR with Improved Matching for Fast Convergence Gold-yolo: Ef- ficient object detector via gather-and-distribute mechanism
Reference 33
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.
Observation b5698a48-694b-4f46-a2c3-5cf8112fe06d · outbound
DEIM: DETR with Improved Matching for Fast Convergence Yolov9: Learning what you want to learn using pro- grammable gradient information
Reference 34
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.
Observation 93d0c68b-577c-4ee8-8a8c-6b114e7c58f0 · outbound
DEIM: DETR with Improved Matching for Fast Convergence Anchor detr: Query design for transformer-based detector
Reference 35
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.
Observation ffc3d6e2-f2e5-4e59-a94c-d79fbf7d6119 · outbound
DEIM: DETR with Improved Matching for Fast Convergence Efficient detr: improving end-to-end object detector with dense prior
Reference 36
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.
Observation b7e1e4d9-8736-4126-acbb-8faaf9382422 · outbound
DEIM: DETR with Improved Matching for Fast Convergence Cascade-detr: delv- 9 ing into high-quality universal object detection
Reference 37
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.
Observation 921087b3-07b8-4147-b779-d916945785bc · outbound
DEIM: DETR with Improved Matching for Fast Convergence mixup: Beyond empirical risk minimization
Reference 38
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.
Observation 7a98ca93-c306-4bff-a9f0-9ef30ea28f9b · outbound
DEIM: DETR with Improved Matching for Fast Convergence Dino: Detr with improved denoising anchor boxes for end-to-end object detection
Reference 39
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.
Observation bbca6a88-533d-45aa-bb6f-3e3f967fd5fb · outbound
DEIM: DETR with Improved Matching for Fast Convergence Varifocalnet: An iou-aware dense object detector
Reference 40
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.
Observation 2873023b-b4bc-404b-aa8f-4e4051d06033 · outbound
DEIM: DETR with Improved Matching for Fast Convergence Dense distinct query for end-to-end object detection
Reference 41
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.
Observation 1af2e0fe-bbf5-4300-afa5-55d766da5096 · outbound
DEIM: DETR with Improved Matching for Fast Convergence Ms-detr: Efficient detr training with mixed supervision
Reference 42
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.
Observation 5d838e17-c9d2-4856-be88-45133ce5cb7a · outbound
DEIM: DETR with Improved Matching for Fast Convergence Detrs beat yolos on real-time object detection
Reference 43
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.
Observation 7b8990bb-6c2c-4c27-8a79-cf5587811fa3 · outbound
DEIM: DETR with Improved Matching for Fast Convergence Yolox: Exceeding yolo series in 2021
Reference 44
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.
Observation 94c1148d-4a04-4cfb-87a2-8a6f3c086992 · outbound
DEIM: DETR with Improved Matching for Fast Convergence Deformable detr: Deformable transformers for end-to-end object detection
Reference 45
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.
Observation 5d69f179-5480-40c1-94fd-4af35d1990a7 · outbound
DEIM: DETR with Improved Matching for Fast Convergence Detrs with col- laborative hybrid assignments training
Reference 46
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.
Observation 8bb55fb9-fd4f-46fa-a5d1-b80bd8b2c645 · outbound
DEIM: DETR with Improved Matching for Fast Convergence We evaluate our method on the COCO [20] dataset, training DEIM on train2017 and validating it on val2017
Reference 47
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.
Observation 8e9905c2-9167-461c-8dcc-d41146a13e0b · outbound
DEIM: DETR with Improved Matching for Fast Convergence Based on the strong real-time detectors RT- DETRv2 [24] and D-FINE [27], our DEIM achieves sig- nificant improvements across the board
Reference 48
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.
Observation 22eb69b5-e40b-420c-8467-599ba3495a30 · outbound
DEIM: DETR with Improved Matching for Fast Convergence Unresolved cited work
Reference 49
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.
Observation 56f3a81c-a4de-43eb-b1d6-4649edfdf553 · outbound
DEIM: DETR with Improved Matching for Fast Convergence Unresolved cited work
Reference 50
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.
Observation 7a74ed33-14cc-4d96-b44a-fac9e285fe18 · inbound
Dome-DETR: DETR with Density-Oriented Feature-Query Manipulation for Efficient Tiny Object Detection DEIM: DETR with Improved Matching for Fast Convergence
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3aa60558-abb5-40dd-a387-de5bd285d417 · inbound
SARES-DEIM: Sparse Mixture-of-Experts Meets DETR for Robust SAR Ship Detection DEIM: DETR with Improved Matching for Fast Convergence
Reference 12
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.
Observation b24654eb-14ac-427c-a289-dddcf5692d27 · inbound
From Spatial to Spectral: An Efficient, Frequency-Guided Feature Representation Learner for Small Object Detection DEIM: DETR with Improved Matching for Fast Convergence
Reference 14
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.