REPOGEO REPORT · LITE
wangxiao5791509/Pedestrian-Attribute-Recognition-Paper-List
Default branch master · commit 41d243fe · scanned 6/3/2026, 6:28:02 AM
GitHub: 761 stars · 107 forks
Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface wangxiao5791509/Pedestrian-Attribute-Recognition-Paper-List, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.
Action plan — copy-paste fixes
3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.
- highreadme#1Explicitly state the repository's purpose as a curated paper list in the README's opening
Why:
CURRENT# A Comprehensive Survey on Pedestrian Attribute Recognition > **Pedestrian attribute recognition: A survey**. Xiao Wang, Shaofei Zheng, Rui Yang, Aihua Zheng, Zhe Chen, Jin Tang, and Bin Luo (2022). Pattern Recognition, 121, 108220.
COPY-PASTE FIX# A Comprehensive Survey on Pedestrian Attribute Recognition: A Curated Paper List and Literature Review > This repository serves as a comprehensive, actively maintained collection of research papers and surveys on Pedestrian Attribute Recognition (PAR) and related tasks. It accompanies the survey paper: **Pedestrian attribute recognition: A survey**. Xiao Wang, Shaofei Zheng, Rui Yang, Aihua Zheng, Zhe Chen, Jin Tang, and Bin Luo (2022). Pattern Recognition, 121, 108220.
- highlicense#2Add a LICENSE file to the repository
Why:
CURRENT(no LICENSE file detected — the repo has no recognizable license)
COPY-PASTE FIXCreate a `LICENSE` file in the repository root with the content of the MIT License.
- mediumtopics#3Correct typo and expand repository topics to include content type
Why:
CURRENTattribute, human-attributes, pedestrian-attribute-recognition, person-searach
COPY-PASTE FIXattribute, human-attributes, pedestrian-attribute-recognition, person-search, computer-vision, deep-learning, survey, paper-list, literature-review, research-papers
Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash
Category visibility — the real GEO test
Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?
Same questions for every model — switch tabs to compare answers and rankings.
- OpenCV · recommended 1×
- TensorFlow · recommended 1×
- PyTorch · recommended 1×
- YOLO (You Only Look Once) · recommended 1×
- SSD (Single Shot MultiBox Detector) · recommended 1×
- CATEGORY QUERYHow to identify specific attributes of people in surveillance video feeds?you: not recommendedAI recommended (in order):
- OpenCV
- TensorFlow
- PyTorch
- YOLO (You Only Look Once)
- SSD (Single Shot MultiBox Detector)
- Faster R-CNN
- ResNet
- Inception
- DeepSORT
- Kalman Filters
- CSRT
- NVIDIA DeepStream SDK
- NVIDIA TensorRT
- Azure Cognitive Services
- Custom Vision
- Face API
- Google Cloud Vision AI
- AutoML Vision
- Amazon Rekognition
- Darknet
AI recommended 20 alternatives but never named wangxiao5791509/Pedestrian-Attribute-Recognition-Paper-List. This is the gap to close.
Show full AI answer
- CATEGORY QUERYSeeking research papers and surveys on recognizing human characteristics in visual data.you: not recommendedAI recommended (in order):
- FaceNet
AI recommended 1 alternative but never named wangxiao5791509/Pedestrian-Attribute-Recognition-Paper-List. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesswarn
Suggestion:
- README presencepass
Self-mention check
Does AI even know your repo exists when asked about it directly?
- Compared to common alternatives in this category, what is the core differentiator of wangxiao5791509/Pedestrian-Attribute-Recognition-Paper-List?passAI named wangxiao5791509/Pedestrian-Attribute-Recognition-Paper-List explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts wangxiao5791509/Pedestrian-Attribute-Recognition-Paper-List in production, what risks or prerequisites should they evaluate first?passAI did not name wangxiao5791509/Pedestrian-Attribute-Recognition-Paper-List — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- In one sentence, what problem does the repo wangxiao5791509/Pedestrian-Attribute-Recognition-Paper-List solve, and who is the primary audience?passAI did not name wangxiao5791509/Pedestrian-Attribute-Recognition-Paper-List — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
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wangxiao5791509/Pedestrian-Attribute-Recognition-Paper-List — Lite scans stay free; this card itemizes Pro deep limits vs Lite.
- Deep reports10 / month
- Brand-free category queries5 vs 2 in Lite
- Prioritized action items8 vs 3 in Lite